Anomaly Detection via Reconstruction Error

import ipywidgets as widgets
import itertools as it
import matplotlib
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import plotly.express as px


from ipywidgets import interact
from sklearn.metrics import roc_auc_score, average_precision_score
from sklearn.model_selection import RandomizedSearchCV
from sklearn.preprocessing import MinMaxScaler
from sklearn.preprocessing import LabelBinarizer
from sklearn.ensemble import IsolationForest
from sklearn import metrics
from sklearn.model_selection import train_test_split
from sklearn.decomposition import PCA
from sklearn.neighbors import KernelDensity
from tensorflow import keras
from tqdm import tqdm

from tfl_training_anomaly_detection.exercise_tools import (
    evaluate, 
    get_kdd_data, 
    get_house_prices_data, 
    create_distributions, 
    contamination, 
    perform_rkde_experiment, 
    get_mnist_data
)
from tfl_training_anomaly_detection.vae import VAE, build_decoder_mnist, build_encoder_minst, build_contaminated_minst

%matplotlib inline
matplotlib.rcParams['figure.figsize'] = (5, 5)

Anomaly Detection via Reconstruction Error

Idea: Embed the data into low dimensional space and reconstruct it again. Good embedding of nominal data \(\Rightarrow\) high reconstruction error indicates anomaly.

Autoencoder:

• Parametric family of encoders: \(f_\phi: \mathbb{R}^d \to \mathbb{R}^{\text{low}}\)

• Parametric family of decoders: \(g_\theta: \mathbb{R}^{\text{low}} \to \mathbb{R}^{d}\)

• Reconstruction error of \((f_\phi, g_\theta)\) on \(x\): \(|x - g_\theta(f_\phi(x))|\)

• Given data set \(D\), find \(\phi,\theta\) that minimize \(\sum_{x\in D} L(|x- g_\theta(f_\phi(x))|) \) for some loss function \(L\).

Visualization

Autoencoder Schema

Neural Networks

Neural networks are very well suited for finding low dimensional representations of data. Hence they are a popular choice for the encoder and the decoder.

Artificial Neuron with \(N\) inputs: \(y = \sigma\left(\sum_i^N w_i X_i + b\right)\)

• \(\sigma\): nonlinear activation-function (applied component wise).

• \(b\) bias

Isolation depth of nominal point and anomaly

Neural Networks

Neural networks combine many artificial neurons into a complex network. These networks are usually organized in layers where the result of each layer is the input for the next layer. Some commonly used layers are:

Variational Autoencoders

An important extension of autoencoders that relates the idea to density estimation. More precisely, we define a generative model for our data using latent variables and combine the maximum likelihood estimation of the parameters with a simultaneous posterior estimation of the latents through amortized stochastic variational inference. We use a decoder network to transform the latent variables into the data distribution, and an encoder network to compute the posterior distribution of the latents given the data.

Definition:

The model uses an observed variable \(X\) (the data) and a latent variable \(Z\) (the defining features of \(X\)). We assume both \(P(Z)\) and \(P(X\mid Z)\) to be normally distributed. More precisely

• \(P(Z) = \mathcal{N}(0, I)\)

• \(P(X\mid Z) = \mathcal{N}(\mu_\phi(Z), I)\)

where \(\mu_\phi\) is a neural network parametrized with \(\phi\). We use variational inference to perform posterior inference on \(Z\) given \(X\). We assume that the distribution \(P(Z\mid X)\) to be relatively well approximated by a Gaussian and use the posterior approximation:

• \(q(X\mid Z) = \mathcal{N}(\mu_\psi(X), \sigma_\psi(X))\)

\(\mu_\psi\) and \(\sigma_\psi\) are neural networks parameterized with \(\psi\)

Given a data set \(D\) we minimize the (amortized) Kullback-Leibler divergence between our posterior approximation and the true posterior:

\[\begin{align*} D_{KL}(q(z\mid x),p(z\mid x)) &= E_{x\sim X, z\sim q(Z\mid x)}\left[\log\left(\frac{q(z \mid x)}{p(z \mid X)}\right)\right] \\ &= E_{x\sim X, z\sim q(Z\mid X)}\left[\log\left(\frac{q(z \mid x)}{\frac{p(x \mid z)p(z)}{p(x)}}\right)\right] \\ &= E_{x\sim X, z\sim q(Z\mid x)}\left[\log\left(\frac{q(z \mid x)}{p(x \mid z)p(z)}\right) + \log(p(x))\right] \\ &= E_{x\sim X, z\sim q(Z\mid x)}\left[\log\left(\frac{q(z \mid x)}{p(x \mid z)p(z)}\right)\right] + E_{x\sim X}[\log(p(x))]\\ \end{align*}\]

Now we can define

\[\begin{align*} \mathrm{ELBO}(q(z\mid x),p(z\mid x)) &:= E_{x\sim X}[\log(p(x))] - D_{KL}(q(z\mid x),p(z\mid x)) \\ &= -E_{x\sim X, z\sim q(Z\mid x)}\left[\log\left(\frac{q(z \mid x)}{p(x \mid z)p(z)}\right)\right] \end{align*}\]

Note that we can evaluate the expression inside the expectation of the final RHS of the equation and we can obtain unbiased estmates of the expectation via sampling. Let us further try to understand the ELBO as an optimization objective. On one hand, maximizing the ELBO with respect to the parameters in \(q\) is equivalent to minimizing the KL divergence between \(p\) and \(q\). On the other hand, maximizing the ELBO with respect to the parameters in \(p\) can be understood as raising a lower bound for the likelihood of the generative model \(p(x)\). Hence, the optimization tries to find an encoder and a decoder pair such that it simultaneously provides a good generative explanation of the data and a good approximation of the posterior distribution of the latent variables.

Exercise

The MNIST Data Set

MNIST is one of the most iconic data sets in the history of machine learning. It contains 70000 samples of \(28\times 28\) grayscale images of handwritten digits. Because of its moderate complexity and good visualizability it is well suited to study the behavior of machine learning algorithms in higher dimensional spaces.

While originally created for classification (optical character recognition), we can build an anomaly detection data set by corrupting some of the images.

Pre-processing

We first need to obtain the MNIST data set and prepare an anomaly detection set from it. Note that the data set is n row vector format. Therefore, we work with \(28\times 28 = 784\) dimensional data points.

Load MNIST Data Set

mnist = get_mnist_data()

data = mnist['data']
print('data.shape: {}'.format(data.shape))
target = mnist['target'].astype(int)

data.shape: (70000, 784)

Build contaminated Data Sets

We prepared a function that does the job for us. It corrupts a prescribed portion of the data by introducing a rotation, noise or a blackout of some part of the image.

First, we need to transform the data into image format.

X = data.reshape(-1, 28, 28, 1)/255

Train/Test-Split

We will only corrupt the test set, hence we will perform the train-test split beforehand. We separate a relatively small test set so that we can use as much as possible from the data to obtain high quality representations.

test_size = .1
X_train, X_test, target_train, target_test = train_test_split(X, target, test_size=test_size)

X_test, y_test = build_contaminated_minst(X_test)

# Visualize contamination
anomalies = X_test[y_test != 0]
selection = np.random.choice(len(anomalies), 25)

fig, axes = plt.subplots(nrows=5, ncols=5, figsize=(5, 5))
for img, ax in zip(anomalies[selection], axes.flatten()):
    ax.imshow(img, 'gray')
    ax.axis('off')
plt.show()

Autoencoder

Let us finally train an autoencoder model. We replicate the model given in the Keras documentation and apply it in a synthetic outlier detection scenario based on MNIST.

in the vae package we provide the implementation of the VAE. Please take a look into the source code to see how the minimization of the KL divergence is implemented.

Create Model

latent_dim = 3
vae = VAE(decoder=build_decoder_mnist(latent_dim=latent_dim), encoder=build_encoder_minst(latent_dim=latent_dim))

## Inspect model architecture
vae.encoder.summary()

Model: "encoder"

__________________________________________________________________________________________________

 Layer (type)                Output Shape                 Param #   Connected to                  

==================================================================================================

 input_2 (InputLayer)        [(None, 28, 28, 1)]          0         []                            

 conv2d (Conv2D)             (None, 14, 14, 32)           320       ['input_2[0][0]']             

 conv2d_1 (Conv2D)           (None, 7, 7, 64)             18496     ['conv2d[0][0]']              

 flatten (Flatten)           (None, 3136)                 0         ['conv2d_1[0][0]']            

 dense_1 (Dense)             (None, 16)                   50192     ['flatten[0][0]']             

 z_mean (Dense)              (None, 3)                    51        ['dense_1[0][0]']             

 z_log_var (Dense)           (None, 3)                    51        ['dense_1[0][0]']             

 sampling (Sampling)         (None, 3)                    0         ['z_mean[0][0]',              

                                                                     'z_log_var[0][0]']           

==================================================================================================

Total params: 69110 (269.96 KB)

Trainable params: 69110 (269.96 KB)

Non-trainable params: 0 (0.00 Byte)

__________________________________________________________________________________________________

## Inspect model architecture
vae.decoder.summary()

Model: "decoder"

_________________________________________________________________

 Layer (type)                Output Shape              Param #   

=================================================================

 input_1 (InputLayer)        [(None, 3)]               0         

 dense (Dense)               (None, 3136)              12544     

 reshape (Reshape)           (None, 7, 7, 64)          0         

 conv2d_transpose (Conv2DTr  (None, 14, 14, 64)        36928     

 anspose)                                                        

 conv2d_transpose_1 (Conv2D  (None, 28, 28, 32)        18464     

 Transpose)                                                      

 conv2d_transpose_2 (Conv2D  (None, 28, 28, 1)         289       

 Transpose)                                                      

=================================================================

Total params: 68225 (266.50 KB)

Trainable params: 68225 (266.50 KB)

Non-trainable params: 0 (0.00 Byte)

_________________________________________________________________

# train model
n_epochs = 30

vae.compile(optimizer=keras.optimizers.Adam(learning_rate=.001))
history = vae.fit(X_train, epochs=n_epochs, batch_size=128)

WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

Epoch 1/30

  1/493 [..............................] - ETA: 3:29 - loss: 89.0940 - reconstruction_loss: 89.0870 - kl_loss: 0.0070


  4/493 [..............................] - ETA: 11s - loss: 88.8129 - reconstruction_loss: 88.5588 - kl_loss: 0.0061 


  7/493 [..............................] - ETA: 11s - loss: 88.5792 - reconstruction_loss: 88.1084 - kl_loss: 0.0039


 10/493 [..............................] - ETA: 10s - loss: 88.3300 - reconstruction_loss: 87.5496 - kl_loss: 0.0027


 13/493 [..............................] - ETA: 10s - loss: 88.0257 - reconstruction_loss: 86.7091 - kl_loss: 0.0021


 16/493 [..............................] - ETA: 10s - loss: 87.6388 - reconstruction_loss: 85.5519 - kl_loss: 0.0018


 19/493 [>.............................] - ETA: 10s - loss: 87.1427 - reconstruction_loss: 83.9154 - kl_loss: 0.0019


 22/493 [>.............................] - ETA: 10s - loss: 86.5159 - reconstruction_loss: 81.8052 - kl_loss: 0.0031


 25/493 [>.............................] - ETA: 10s - loss: 85.7502 - reconstruction_loss: 79.2646 - kl_loss: 0.0083


 28/493 [>.............................] - ETA: 10s - loss: 84.8685 - reconstruction_loss: 76.6293 - kl_loss: 0.0265


 31/493 [>.............................] - ETA: 10s - loss: 83.9153 - reconstruction_loss: 74.2259 - kl_loss: 0.0463


 34/493 [=>............................] - ETA: 10s - loss: 82.9345 - reconstruction_loss: 72.0283 - kl_loss: 0.0513


 37/493 [=>............................] - ETA: 10s - loss: 81.9523 - reconstruction_loss: 70.1458 - kl_loss: 0.0502


 40/493 [=>............................] - ETA: 10s - loss: 80.9759 - reconstruction_loss: 68.2681 - kl_loss: 0.0476


 43/493 [=>............................] - ETA: 10s - loss: 80.0136 - reconstruction_loss: 66.5832 - kl_loss: 0.0450


 46/493 [=>............................] - ETA: 10s - loss: 79.0695 - reconstruction_loss: 64.9658 - kl_loss: 0.0426


 49/493 [=>............................] - ETA: 10s - loss: 78.1468 - reconstruction_loss: 63.4737 - kl_loss: 0.0407


 52/493 [==>...........................] - ETA: 10s - loss: 77.2493 - reconstruction_loss: 62.1029 - kl_loss: 0.0392


 55/493 [==>...........................] - ETA: 10s - loss: 76.3781 - reconstruction_loss: 60.8158 - kl_loss: 0.0382


 58/493 [==>...........................] - ETA: 9s - loss: 75.5324 - reconstruction_loss: 59.6025 - kl_loss: 0.0378 


 61/493 [==>...........................] - ETA: 9s - loss: 74.7145 - reconstruction_loss: 58.5119 - kl_loss: 0.0379


 64/493 [==>...........................] - ETA: 9s - loss: 73.9241 - reconstruction_loss: 57.4918 - kl_loss: 0.0382


 67/493 [===>..........................] - ETA: 9s - loss: 73.1612 - reconstruction_loss: 56.5425 - kl_loss: 0.0383


 70/493 [===>..........................] - ETA: 9s - loss: 72.4248 - reconstruction_loss: 55.6499 - kl_loss: 0.0382


 73/493 [===>..........................] - ETA: 9s - loss: 71.7143 - reconstruction_loss: 54.8270 - kl_loss: 0.0380


 76/493 [===>..........................] - ETA: 9s - loss: 71.0288 - reconstruction_loss: 54.0637 - kl_loss: 0.0376


 79/493 [===>..........................] - ETA: 9s - loss: 70.3675 - reconstruction_loss: 53.3350 - kl_loss: 0.0372


 82/493 [===>..........................] - ETA: 9s - loss: 69.7299 - reconstruction_loss: 52.6860 - kl_loss: 0.0367


 85/493 [====>.........................] - ETA: 9s - loss: 69.1152 - reconstruction_loss: 52.0655 - kl_loss: 0.0362


 88/493 [====>.........................] - ETA: 9s - loss: 68.5214 - reconstruction_loss: 51.4680 - kl_loss: 0.0357


 91/493 [====>.........................] - ETA: 9s - loss: 67.9487 - reconstruction_loss: 50.9422 - kl_loss: 0.0352


 94/493 [====>.........................] - ETA: 9s - loss: 67.3963 - reconstruction_loss: 50.4463 - kl_loss: 0.0347


 97/493 [====>.........................] - ETA: 9s - loss: 66.8636 - reconstruction_loss: 49.9852 - kl_loss: 0.0341


100/493 [=====>........................] - ETA: 8s - loss: 66.3495 - reconstruction_loss: 49.5513 - kl_loss: 0.0335


103/493 [=====>........................] - ETA: 8s - loss: 65.8530 - reconstruction_loss: 49.1276 - kl_loss: 0.0329


106/493 [=====>........................] - ETA: 8s - loss: 65.3730 - reconstruction_loss: 48.7325 - kl_loss: 0.0322


109/493 [=====>........................] - ETA: 8s - loss: 64.9087 - reconstruction_loss: 48.3417 - kl_loss: 0.0315


112/493 [=====>........................] - ETA: 8s - loss: 64.4594 - reconstruction_loss: 47.9821 - kl_loss: 0.0308


115/493 [=====>........................] - ETA: 8s - loss: 64.0243 - reconstruction_loss: 47.6331 - kl_loss: 0.0301


118/493 [======>.......................] - ETA: 8s - loss: 63.6030 - reconstruction_loss: 47.3258 - kl_loss: 0.0294


121/493 [======>.......................] - ETA: 8s - loss: 63.1950 - reconstruction_loss: 47.0137 - kl_loss: 0.0287


124/493 [======>.......................] - ETA: 8s - loss: 62.7993 - reconstruction_loss: 46.7197 - kl_loss: 0.0281


127/493 [======>.......................] - ETA: 8s - loss: 62.4156 - reconstruction_loss: 46.4299 - kl_loss: 0.0275


130/493 [======>.......................] - ETA: 8s - loss: 62.0428 - reconstruction_loss: 46.1399 - kl_loss: 0.0269


133/493 [=======>......................] - ETA: 8s - loss: 61.6807 - reconstruction_loss: 45.8759 - kl_loss: 0.0263


136/493 [=======>......................] - ETA: 8s - loss: 61.3290 - reconstruction_loss: 45.6295 - kl_loss: 0.0258


139/493 [=======>......................] - ETA: 8s - loss: 60.9871 - reconstruction_loss: 45.3904 - kl_loss: 0.0253


142/493 [=======>......................] - ETA: 8s - loss: 60.6551 - reconstruction_loss: 45.1731 - kl_loss: 0.0248


145/493 [=======>......................] - ETA: 8s - loss: 60.3319 - reconstruction_loss: 44.9290 - kl_loss: 0.0243


146/493 [=======>......................] - ETA: 8s - loss: 60.2261 - reconstruction_loss: 44.8583 - kl_loss: 0.0242


148/493 [========>.....................] - ETA: 8s - loss: 60.0173 - reconstruction_loss: 44.7120 - kl_loss: 0.0239


150/493 [========>.....................] - ETA: 8s - loss: 59.8122 - reconstruction_loss: 44.5797 - kl_loss: 0.0236


152/493 [========>.....................] - ETA: 8s - loss: 59.6108 - reconstruction_loss: 44.4504 - kl_loss: 0.0233


154/493 [========>.....................] - ETA: 8s - loss: 59.4129 - reconstruction_loss: 44.3170 - kl_loss: 0.0230


156/493 [========>.....................] - ETA: 7s - loss: 59.2184 - reconstruction_loss: 44.1897 - kl_loss: 0.0228


159/493 [========>.....................] - ETA: 7s - loss: 58.9331 - reconstruction_loss: 44.0179 - kl_loss: 0.0224


162/493 [========>.....................] - ETA: 7s - loss: 58.6552 - reconstruction_loss: 43.8417 - kl_loss: 0.0221


165/493 [=========>....................] - ETA: 7s - loss: 58.3841 - reconstruction_loss: 43.6729 - kl_loss: 0.0218


168/493 [=========>....................] - ETA: 7s - loss: 58.1197 - reconstruction_loss: 43.4979 - kl_loss: 0.0215


171/493 [=========>....................] - ETA: 7s - loss: 57.8616 - reconstruction_loss: 43.3305 - kl_loss: 0.0212


174/493 [=========>....................] - ETA: 7s - loss: 57.6095 - reconstruction_loss: 43.1689 - kl_loss: 0.0209


177/493 [=========>....................] - ETA: 7s - loss: 57.3634 - reconstruction_loss: 43.0219 - kl_loss: 0.0206


180/493 [=========>....................] - ETA: 7s - loss: 57.1230 - reconstruction_loss: 42.8736 - kl_loss: 0.0203


183/493 [==========>...................] - ETA: 7s - loss: 56.8883 - reconstruction_loss: 42.7405 - kl_loss: 0.0200


186/493 [==========>...................] - ETA: 7s - loss: 56.6590 - reconstruction_loss: 42.6053 - kl_loss: 0.0197


189/493 [==========>...................] - ETA: 7s - loss: 56.4348 - reconstruction_loss: 42.4681 - kl_loss: 0.0194


192/493 [==========>...................] - ETA: 7s - loss: 56.2155 - reconstruction_loss: 42.3358 - kl_loss: 0.0191


195/493 [==========>...................] - ETA: 7s - loss: 56.0010 - reconstruction_loss: 42.2103 - kl_loss: 0.0188


198/493 [===========>..................] - ETA: 6s - loss: 55.7910 - reconstruction_loss: 42.0761 - kl_loss: 0.0185


201/493 [===========>..................] - ETA: 6s - loss: 55.5852 - reconstruction_loss: 41.9401 - kl_loss: 0.0183


204/493 [===========>..................] - ETA: 6s - loss: 55.3835 - reconstruction_loss: 41.8128 - kl_loss: 0.0180


207/493 [===========>..................] - ETA: 6s - loss: 55.1860 - reconstruction_loss: 41.6997 - kl_loss: 0.0178


210/493 [===========>..................] - ETA: 6s - loss: 54.9925 - reconstruction_loss: 41.5847 - kl_loss: 0.0176


213/493 [===========>..................] - ETA: 6s - loss: 54.8028 - reconstruction_loss: 41.4764 - kl_loss: 0.0173


216/493 [============>.................] - ETA: 6s - loss: 54.6169 - reconstruction_loss: 41.3648 - kl_loss: 0.0171


219/493 [============>.................] - ETA: 6s - loss: 54.4346 - reconstruction_loss: 41.2627 - kl_loss: 0.0169


222/493 [============>.................] - ETA: 6s - loss: 54.2559 - reconstruction_loss: 41.1611 - kl_loss: 0.0167


225/493 [============>.................] - ETA: 6s - loss: 54.0807 - reconstruction_loss: 41.0677 - kl_loss: 0.0165


228/493 [============>.................] - ETA: 6s - loss: 53.9088 - reconstruction_loss: 40.9702 - kl_loss: 0.0163


231/493 [=============>................] - ETA: 6s - loss: 53.7402 - reconstruction_loss: 40.8803 - kl_loss: 0.0161


234/493 [=============>................] - ETA: 6s - loss: 53.5748 - reconstruction_loss: 40.7878 - kl_loss: 0.0159


237/493 [=============>................] - ETA: 6s - loss: 53.4124 - reconstruction_loss: 40.7012 - kl_loss: 0.0157


240/493 [=============>................] - ETA: 5s - loss: 53.2529 - reconstruction_loss: 40.6123 - kl_loss: 0.0155


243/493 [=============>................] - ETA: 5s - loss: 53.0964 - reconstruction_loss: 40.5310 - kl_loss: 0.0153


246/493 [=============>................] - ETA: 5s - loss: 52.9427 - reconstruction_loss: 40.4536 - kl_loss: 0.0152


248/493 [==============>...............] - ETA: 5s - loss: 52.8418 - reconstruction_loss: 40.3985 - kl_loss: 0.0150


250/493 [==============>...............] - ETA: 5s - loss: 52.7421 - reconstruction_loss: 40.3508 - kl_loss: 0.0149


253/493 [==============>...............] - ETA: 5s - loss: 52.5947 - reconstruction_loss: 40.2731 - kl_loss: 0.0148


256/493 [==============>...............] - ETA: 5s - loss: 52.4498 - reconstruction_loss: 40.1913 - kl_loss: 0.0146


259/493 [==============>...............] - ETA: 5s - loss: 52.3074 - reconstruction_loss: 40.1207 - kl_loss: 0.0144


262/493 [==============>...............] - ETA: 5s - loss: 52.1675 - reconstruction_loss: 40.0520 - kl_loss: 0.0143


265/493 [===============>..............] - ETA: 5s - loss: 52.0301 - reconstruction_loss: 39.9875 - kl_loss: 0.0141


268/493 [===============>..............] - ETA: 5s - loss: 51.8949 - reconstruction_loss: 39.9186 - kl_loss: 0.0140


271/493 [===============>..............] - ETA: 5s - loss: 51.7619 - reconstruction_loss: 39.8512 - kl_loss: 0.0138


274/493 [===============>..............] - ETA: 5s - loss: 51.6313 - reconstruction_loss: 39.7930 - kl_loss: 0.0137


277/493 [===============>..............] - ETA: 5s - loss: 51.5027 - reconstruction_loss: 39.7306 - kl_loss: 0.0136


280/493 [================>.............] - ETA: 5s - loss: 51.3763 - reconstruction_loss: 39.6706 - kl_loss: 0.0134


283/493 [================>.............] - ETA: 4s - loss: 51.2520 - reconstruction_loss: 39.6144 - kl_loss: 0.0133


286/493 [================>.............] - ETA: 4s - loss: 51.1296 - reconstruction_loss: 39.5549 - kl_loss: 0.0132


289/493 [================>.............] - ETA: 4s - loss: 51.0092 - reconstruction_loss: 39.4947 - kl_loss: 0.0130


292/493 [================>.............] - ETA: 4s - loss: 50.8906 - reconstruction_loss: 39.4372 - kl_loss: 0.0129


295/493 [================>.............] - ETA: 4s - loss: 50.7739 - reconstruction_loss: 39.3843 - kl_loss: 0.0128


298/493 [=================>............] - ETA: 4s - loss: 50.6590 - reconstruction_loss: 39.3286 - kl_loss: 0.0127


301/493 [=================>............] - ETA: 4s - loss: 50.5459 - reconstruction_loss: 39.2733 - kl_loss: 0.0125


304/493 [=================>............] - ETA: 4s - loss: 50.4344 - reconstruction_loss: 39.2195 - kl_loss: 0.0124


307/493 [=================>............] - ETA: 4s - loss: 50.3245 - reconstruction_loss: 39.1627 - kl_loss: 0.0123


310/493 [=================>............] - ETA: 4s - loss: 50.2163 - reconstruction_loss: 39.1136 - kl_loss: 0.0122


313/493 [==================>...........] - ETA: 4s - loss: 50.1097 - reconstruction_loss: 39.0707 - kl_loss: 0.0121


316/493 [==================>...........] - ETA: 4s - loss: 50.0048 - reconstruction_loss: 39.0253 - kl_loss: 0.0120


319/493 [==================>...........] - ETA: 4s - loss: 49.9013 - reconstruction_loss: 38.9713 - kl_loss: 0.0119


322/493 [==================>...........] - ETA: 4s - loss: 49.7992 - reconstruction_loss: 38.9223 - kl_loss: 0.0118


325/493 [==================>...........] - ETA: 3s - loss: 49.6987 - reconstruction_loss: 38.8777 - kl_loss: 0.0117


328/493 [==================>...........] - ETA: 3s - loss: 49.5996 - reconstruction_loss: 38.8405 - kl_loss: 0.0116


331/493 [===================>..........] - ETA: 3s - loss: 49.5019 - reconstruction_loss: 38.7959 - kl_loss: 0.0115


334/493 [===================>..........] - ETA: 3s - loss: 49.4056 - reconstruction_loss: 38.7516 - kl_loss: 0.0114


337/493 [===================>..........] - ETA: 3s - loss: 49.3106 - reconstruction_loss: 38.7044 - kl_loss: 0.0113


340/493 [===================>..........] - ETA: 3s - loss: 49.2168 - reconstruction_loss: 38.6591 - kl_loss: 0.0112


343/493 [===================>..........] - ETA: 3s - loss: 49.1243 - reconstruction_loss: 38.6197 - kl_loss: 0.0111


346/493 [====================>.........] - ETA: 3s - loss: 49.0332 - reconstruction_loss: 38.5873 - kl_loss: 0.0110


347/493 [====================>.........] - ETA: 3s - loss: 49.0030 - reconstruction_loss: 38.5728 - kl_loss: 0.0110


349/493 [====================>.........] - ETA: 3s - loss: 48.9432 - reconstruction_loss: 38.5463 - kl_loss: 0.0109


351/493 [====================>.........] - ETA: 3s - loss: 48.8839 - reconstruction_loss: 38.5170 - kl_loss: 0.0108


353/493 [====================>.........] - ETA: 3s - loss: 48.8251 - reconstruction_loss: 38.4906 - kl_loss: 0.0108


356/493 [====================>.........] - ETA: 3s - loss: 48.7379 - reconstruction_loss: 38.4481 - kl_loss: 0.0107


359/493 [====================>.........] - ETA: 3s - loss: 48.6518 - reconstruction_loss: 38.4102 - kl_loss: 0.0106


362/493 [=====================>........] - ETA: 3s - loss: 48.5668 - reconstruction_loss: 38.3767 - kl_loss: 0.0105


365/493 [=====================>........] - ETA: 3s - loss: 48.4829 - reconstruction_loss: 38.3380 - kl_loss: 0.0105


368/493 [=====================>........] - ETA: 2s - loss: 48.4001 - reconstruction_loss: 38.3016 - kl_loss: 0.0104


371/493 [=====================>........] - ETA: 2s - loss: 48.3184 - reconstruction_loss: 38.2716 - kl_loss: 0.0103


374/493 [=====================>........] - ETA: 2s - loss: 48.2377 - reconstruction_loss: 38.2351 - kl_loss: 0.0102


377/493 [=====================>........] - ETA: 2s - loss: 48.1580 - reconstruction_loss: 38.2022 - kl_loss: 0.0101


379/493 [======================>.......] - ETA: 2s - loss: 48.1054 - reconstruction_loss: 38.1773 - kl_loss: 0.0101


382/493 [======================>.......] - ETA: 2s - loss: 48.0273 - reconstruction_loss: 38.1460 - kl_loss: 0.0100


385/493 [======================>.......] - ETA: 2s - loss: 47.9502 - reconstruction_loss: 38.1109 - kl_loss: 0.0099


388/493 [======================>.......] - ETA: 2s - loss: 47.8741 - reconstruction_loss: 38.0762 - kl_loss: 0.0099


391/493 [======================>.......] - ETA: 2s - loss: 47.7988 - reconstruction_loss: 38.0370 - kl_loss: 0.0098


394/493 [======================>.......] - ETA: 2s - loss: 47.7243 - reconstruction_loss: 38.0031 - kl_loss: 0.0097


397/493 [=======================>......] - ETA: 2s - loss: 47.6508 - reconstruction_loss: 37.9722 - kl_loss: 0.0097


400/493 [=======================>......] - ETA: 2s - loss: 47.5781 - reconstruction_loss: 37.9364 - kl_loss: 0.0096


403/493 [=======================>......] - ETA: 2s - loss: 47.5062 - reconstruction_loss: 37.9012 - kl_loss: 0.0095


406/493 [=======================>......] - ETA: 2s - loss: 47.4352 - reconstruction_loss: 37.8749 - kl_loss: 0.0094


409/493 [=======================>......] - ETA: 1s - loss: 47.3649 - reconstruction_loss: 37.8408 - kl_loss: 0.0094


412/493 [========================>.....] - ETA: 1s - loss: 47.2955 - reconstruction_loss: 37.8141 - kl_loss: 0.0093


415/493 [========================>.....] - ETA: 1s - loss: 47.2269 - reconstruction_loss: 37.7856 - kl_loss: 0.0093


418/493 [========================>.....] - ETA: 1s - loss: 47.1591 - reconstruction_loss: 37.7632 - kl_loss: 0.0092


421/493 [========================>.....] - ETA: 1s - loss: 47.0921 - reconstruction_loss: 37.7340 - kl_loss: 0.0091


424/493 [========================>.....] - ETA: 1s - loss: 47.0258 - reconstruction_loss: 37.7063 - kl_loss: 0.0091


427/493 [========================>.....] - ETA: 1s - loss: 46.9603 - reconstruction_loss: 37.6807 - kl_loss: 0.0090


430/493 [=========================>....] - ETA: 1s - loss: 46.8955 - reconstruction_loss: 37.6546 - kl_loss: 0.0089


433/493 [=========================>....] - ETA: 1s - loss: 46.8314 - reconstruction_loss: 37.6269 - kl_loss: 0.0089


436/493 [=========================>....] - ETA: 1s - loss: 46.7679 - reconstruction_loss: 37.5970 - kl_loss: 0.0088


439/493 [=========================>....] - ETA: 1s - loss: 46.7052 - reconstruction_loss: 37.5660 - kl_loss: 0.0088


442/493 [=========================>....] - ETA: 1s - loss: 46.6431 - reconstruction_loss: 37.5405 - kl_loss: 0.0087


445/493 [==========================>...] - ETA: 1s - loss: 46.5817 - reconstruction_loss: 37.5150 - kl_loss: 0.0087


448/493 [==========================>...] - ETA: 1s - loss: 46.5209 - reconstruction_loss: 37.4903 - kl_loss: 0.0086


451/493 [==========================>...] - ETA: 0s - loss: 46.4608 - reconstruction_loss: 37.4647 - kl_loss: 0.0085


454/493 [==========================>...] - ETA: 0s - loss: 46.4013 - reconstruction_loss: 37.4396 - kl_loss: 0.0085


457/493 [==========================>...] - ETA: 0s - loss: 46.3424 - reconstruction_loss: 37.4156 - kl_loss: 0.0084


460/493 [==========================>...] - ETA: 0s - loss: 46.2842 - reconstruction_loss: 37.3943 - kl_loss: 0.0084


463/493 [===========================>..] - ETA: 0s - loss: 46.2265 - reconstruction_loss: 37.3678 - kl_loss: 0.0083


466/493 [===========================>..] - ETA: 0s - loss: 46.1694 - reconstruction_loss: 37.3437 - kl_loss: 0.0083


468/493 [===========================>..] - ETA: 0s - loss: 46.1317 - reconstruction_loss: 37.3274 - kl_loss: 0.0083


471/493 [===========================>..] - ETA: 0s - loss: 46.0756 - reconstruction_loss: 37.3044 - kl_loss: 0.0082


474/493 [===========================>..] - ETA: 0s - loss: 46.0200 - reconstruction_loss: 37.2820 - kl_loss: 0.0082


477/493 [============================>.] - ETA: 0s - loss: 45.9650 - reconstruction_loss: 37.2602 - kl_loss: 0.0081


479/493 [============================>.] - ETA: 0s - loss: 45.9286 - reconstruction_loss: 37.2453 - kl_loss: 0.0081


481/493 [============================>.] - ETA: 0s - loss: 45.8925 - reconstruction_loss: 37.2329 - kl_loss: 0.0080


484/493 [============================>.] - ETA: 0s - loss: 45.8388 - reconstruction_loss: 37.2090 - kl_loss: 0.0080


486/493 [============================>.] - ETA: 0s - loss: 45.8033 - reconstruction_loss: 37.1923 - kl_loss: 0.0080


488/493 [============================>.] - ETA: 0s - loss: 45.7680 - reconstruction_loss: 37.1787 - kl_loss: 0.0079


490/493 [============================>.] - ETA: 0s - loss: 45.7329 - reconstruction_loss: 37.1693 - kl_loss: 0.0079


493/493 [==============================] - ETA: 0s - loss: 45.6807 - reconstruction_loss: 37.0972 - kl_loss: 0.0079


493/493 [==============================] - 12s 24ms/step - loss: 45.6633 - reconstruction_loss: 37.0972 - kl_loss: 0.0079

Epoch 2/30

  1/493 [..............................] - ETA: 11s - loss: 32.9937 - reconstruction_loss: 32.9933 - kl_loss: 3.9726e-04


  4/493 [..............................] - ETA: 11s - loss: 33.3117 - reconstruction_loss: 33.4629 - kl_loss: 3.9693e-04


  7/493 [..............................] - ETA: 11s - loss: 33.4026 - reconstruction_loss: 33.5859 - kl_loss: 3.9580e-04


 10/493 [..............................] - ETA: 11s - loss: 33.4476 - reconstruction_loss: 33.5376 - kl_loss: 3.9412e-04


 13/493 [..............................] - ETA: 11s - loss: 33.4853 - reconstruction_loss: 33.5822 - kl_loss: 3.9292e-04


 16/493 [..............................] - ETA: 11s - loss: 33.5044 - reconstruction_loss: 33.6442 - kl_loss: 3.9217e-04


 19/493 [>.............................] - ETA: 11s - loss: 33.5333 - reconstruction_loss: 33.7223 - kl_loss: 3.9181e-04


 22/493 [>.............................] - ETA: 10s - loss: 33.5631 - reconstruction_loss: 33.7642 - kl_loss: 3.9191e-04


 25/493 [>.............................] - ETA: 10s - loss: 33.5801 - reconstruction_loss: 33.6783 - kl_loss: 3.9216e-04


 28/493 [>.............................] - ETA: 10s - loss: 33.5914 - reconstruction_loss: 33.7104 - kl_loss: 3.9227e-04


 31/493 [>.............................] - ETA: 10s - loss: 33.6063 - reconstruction_loss: 33.7672 - kl_loss: 3.9237e-04


 34/493 [=>............................] - ETA: 10s - loss: 33.6236 - reconstruction_loss: 33.8174 - kl_loss: 3.9261e-04


 37/493 [=>............................] - ETA: 10s - loss: 33.6395 - reconstruction_loss: 33.8404 - kl_loss: 3.9303e-04


 40/493 [=>............................] - ETA: 10s - loss: 33.6543 - reconstruction_loss: 33.8202 - kl_loss: 3.9346e-04


 43/493 [=>............................] - ETA: 10s - loss: 33.6659 - reconstruction_loss: 33.8254 - kl_loss: 3.9372e-04


 46/493 [=>............................] - ETA: 10s - loss: 33.6762 - reconstruction_loss: 33.8214 - kl_loss: 3.9392e-04


 49/493 [=>............................] - ETA: 10s - loss: 33.6851 - reconstruction_loss: 33.8301 - kl_loss: 3.9416e-04


 52/493 [==>...........................] - ETA: 10s - loss: 33.6931 - reconstruction_loss: 33.8251 - kl_loss: 3.9443e-04


 55/493 [==>...........................] - ETA: 10s - loss: 33.6992 - reconstruction_loss: 33.7891 - kl_loss: 3.9474e-04


 58/493 [==>...........................] - ETA: 10s - loss: 33.7029 - reconstruction_loss: 33.7729 - kl_loss: 3.9507e-04


 60/493 [==>...........................] - ETA: 10s - loss: 33.7049 - reconstruction_loss: 33.7555 - kl_loss: 3.9525e-04


 63/493 [==>...........................] - ETA: 10s - loss: 33.7069 - reconstruction_loss: 33.7361 - kl_loss: 3.9546e-04


 66/493 [===>..........................] - ETA: 10s - loss: 33.7089 - reconstruction_loss: 33.7475 - kl_loss: 3.9559e-04


 69/493 [===>..........................] - ETA: 10s - loss: 33.7102 - reconstruction_loss: 33.7462 - kl_loss: 3.9565e-04


 72/493 [===>..........................] - ETA: 9s - loss: 33.7118 - reconstruction_loss: 33.7531 - kl_loss: 3.9568e-04 


 75/493 [===>..........................] - ETA: 9s - loss: 33.7130 - reconstruction_loss: 33.7368 - kl_loss: 3.9573e-04


 78/493 [===>..........................] - ETA: 9s - loss: 33.7148 - reconstruction_loss: 33.7735 - kl_loss: 3.9582e-04


 81/493 [===>..........................] - ETA: 9s - loss: 33.7171 - reconstruction_loss: 33.7792 - kl_loss: 3.9598e-04


 84/493 [====>.........................] - ETA: 9s - loss: 33.7184 - reconstruction_loss: 33.7419 - kl_loss: 3.9613e-04


 87/493 [====>.........................] - ETA: 9s - loss: 33.7192 - reconstruction_loss: 33.7416 - kl_loss: 3.9619e-04


 90/493 [====>.........................] - ETA: 9s - loss: 33.7201 - reconstruction_loss: 33.7466 - kl_loss: 3.9624e-04


 93/493 [====>.........................] - ETA: 9s - loss: 33.7211 - reconstruction_loss: 33.7598 - kl_loss: 3.9641e-04


 96/493 [====>.........................] - ETA: 9s - loss: 33.7225 - reconstruction_loss: 33.7654 - kl_loss: 3.9669e-04


 99/493 [=====>........................] - ETA: 9s - loss: 33.7238 - reconstruction_loss: 33.7617 - kl_loss: 3.9702e-04


102/493 [=====>........................] - ETA: 9s - loss: 33.7246 - reconstruction_loss: 33.7477 - kl_loss: 3.9734e-04


105/493 [=====>........................] - ETA: 9s - loss: 33.7253 - reconstruction_loss: 33.7476 - kl_loss: 3.9764e-04


108/493 [=====>........................] - ETA: 9s - loss: 33.7258 - reconstruction_loss: 33.7528 - kl_loss: 3.9795e-04


111/493 [=====>........................] - ETA: 9s - loss: 33.7264 - reconstruction_loss: 33.7430 - kl_loss: 3.9827e-04


114/493 [=====>........................] - ETA: 8s - loss: 33.7265 - reconstruction_loss: 33.7215 - kl_loss: 3.9860e-04


117/493 [======>.......................] - ETA: 8s - loss: 33.7266 - reconstruction_loss: 33.7342 - kl_loss: 3.9889e-04


120/493 [======>.......................] - ETA: 8s - loss: 33.7267 - reconstruction_loss: 33.7240 - kl_loss: 3.9911e-04


123/493 [======>.......................] - ETA: 8s - loss: 33.7266 - reconstruction_loss: 33.7219 - kl_loss: 3.9923e-04


126/493 [======>.......................] - ETA: 8s - loss: 33.7264 - reconstruction_loss: 33.7143 - kl_loss: 3.9923e-04


129/493 [======>.......................] - ETA: 8s - loss: 33.7262 - reconstruction_loss: 33.7240 - kl_loss: 3.9913e-04


132/493 [=======>......................] - ETA: 8s - loss: 33.7262 - reconstruction_loss: 33.7273 - kl_loss: 3.9902e-04


135/493 [=======>......................] - ETA: 8s - loss: 33.7264 - reconstruction_loss: 33.7343 - kl_loss: 3.9893e-04


138/493 [=======>......................] - ETA: 8s - loss: 33.7266 - reconstruction_loss: 33.7359 - kl_loss: 3.9888e-04


141/493 [=======>......................] - ETA: 8s - loss: 33.7269 - reconstruction_loss: 33.7432 - kl_loss: 3.9883e-04


144/493 [=======>......................] - ETA: 8s - loss: 33.7271 - reconstruction_loss: 33.7355 - kl_loss: 3.9875e-04


146/493 [=======>......................] - ETA: 8s - loss: 33.7272 - reconstruction_loss: 33.7341 - kl_loss: 3.9869e-04


148/493 [========>.....................] - ETA: 8s - loss: 33.7273 - reconstruction_loss: 33.7335 - kl_loss: 3.9862e-04


151/493 [========>.....................] - ETA: 8s - loss: 33.7273 - reconstruction_loss: 33.7270 - kl_loss: 3.9854e-04


154/493 [========>.....................] - ETA: 8s - loss: 33.7274 - reconstruction_loss: 33.7307 - kl_loss: 3.9845e-04


157/493 [========>.....................] - ETA: 7s - loss: 33.7276 - reconstruction_loss: 33.7369 - kl_loss: 3.9835e-04


160/493 [========>.....................] - ETA: 7s - loss: 33.7277 - reconstruction_loss: 33.7346 - kl_loss: 3.9823e-04


163/493 [========>.....................] - ETA: 7s - loss: 33.7278 - reconstruction_loss: 33.7279 - kl_loss: 3.9808e-04


166/493 [=========>....................] - ETA: 7s - loss: 33.7277 - reconstruction_loss: 33.7269 - kl_loss: 3.9791e-04


169/493 [=========>....................] - ETA: 7s - loss: 33.7277 - reconstruction_loss: 33.7301 - kl_loss: 3.9772e-04


172/493 [=========>....................] - ETA: 7s - loss: 33.7277 - reconstruction_loss: 33.7267 - kl_loss: 3.9753e-04


174/493 [=========>....................] - ETA: 7s - loss: 33.7277 - reconstruction_loss: 33.7239 - kl_loss: 3.9741e-04


177/493 [=========>....................] - ETA: 7s - loss: 33.7276 - reconstruction_loss: 33.7159 - kl_loss: 3.9723e-04


180/493 [=========>....................] - ETA: 7s - loss: 33.7275 - reconstruction_loss: 33.7168 - kl_loss: 3.9703e-04


183/493 [==========>...................] - ETA: 7s - loss: 33.7272 - reconstruction_loss: 33.7126 - kl_loss: 3.9679e-04


186/493 [==========>...................] - ETA: 7s - loss: 33.7270 - reconstruction_loss: 33.7156 - kl_loss: 3.9653e-04


189/493 [==========>...................] - ETA: 7s - loss: 33.7269 - reconstruction_loss: 33.7162 - kl_loss: 3.9625e-04


191/493 [==========>...................] - ETA: 7s - loss: 33.7267 - reconstruction_loss: 33.7073 - kl_loss: 3.9605e-04


194/493 [==========>...................] - ETA: 7s - loss: 33.7264 - reconstruction_loss: 33.7054 - kl_loss: 3.9572e-04


197/493 [==========>...................] - ETA: 7s - loss: 33.7260 - reconstruction_loss: 33.7047 - kl_loss: 3.9536e-04


199/493 [===========>..................] - ETA: 7s - loss: 33.7258 - reconstruction_loss: 33.7022 - kl_loss: 3.9510e-04


202/493 [===========>..................] - ETA: 6s - loss: 33.7255 - reconstruction_loss: 33.7017 - kl_loss: 3.9472e-04


204/493 [===========>..................] - ETA: 6s - loss: 33.7253 - reconstruction_loss: 33.7077 - kl_loss: 3.9448e-04


207/493 [===========>..................] - ETA: 6s - loss: 33.7249 - reconstruction_loss: 33.6999 - kl_loss: 3.9414e-04


209/493 [===========>..................] - ETA: 6s - loss: 33.7247 - reconstruction_loss: 33.6999 - kl_loss: 3.9392e-04


211/493 [===========>..................] - ETA: 6s - loss: 33.7245 - reconstruction_loss: 33.7043 - kl_loss: 3.9368e-04


213/493 [===========>..................] - ETA: 6s - loss: 33.7244 - reconstruction_loss: 33.7115 - kl_loss: 3.9345e-04


216/493 [============>.................] - ETA: 6s - loss: 33.7242 - reconstruction_loss: 33.7028 - kl_loss: 3.9309e-04


219/493 [============>.................] - ETA: 6s - loss: 33.7239 - reconstruction_loss: 33.7080 - kl_loss: 3.9272e-04


221/493 [============>.................] - ETA: 6s - loss: 33.7238 - reconstruction_loss: 33.7158 - kl_loss: 3.9248e-04


224/493 [============>.................] - ETA: 6s - loss: 33.7238 - reconstruction_loss: 33.7258 - kl_loss: 3.9211e-04


227/493 [============>.................] - ETA: 6s - loss: 33.7238 - reconstruction_loss: 33.7233 - kl_loss: 3.9176e-04


229/493 [============>.................] - ETA: 6s - loss: 33.7239 - reconstruction_loss: 33.7339 - kl_loss: 3.9152e-04


231/493 [=============>................] - ETA: 6s - loss: 33.7240 - reconstruction_loss: 33.7301 - kl_loss: 3.9127e-04


234/493 [=============>................] - ETA: 6s - loss: 33.7241 - reconstruction_loss: 33.7359 - kl_loss: 3.9089e-04


237/493 [=============>................] - ETA: 6s - loss: 33.7243 - reconstruction_loss: 33.7367 - kl_loss: 3.9051e-04


240/493 [=============>................] - ETA: 6s - loss: 33.7244 - reconstruction_loss: 33.7380 - kl_loss: 3.9014e-04


243/493 [=============>................] - ETA: 6s - loss: 33.7246 - reconstruction_loss: 33.7371 - kl_loss: 3.8977e-04


246/493 [=============>................] - ETA: 5s - loss: 33.7248 - reconstruction_loss: 33.7385 - kl_loss: 3.8939e-04


249/493 [==============>...............] - ETA: 5s - loss: 33.7251 - reconstruction_loss: 33.7544 - kl_loss: 3.8900e-04


252/493 [==============>...............] - ETA: 5s - loss: 33.7254 - reconstruction_loss: 33.7537 - kl_loss: 3.8862e-04


255/493 [==============>...............] - ETA: 5s - loss: 33.7257 - reconstruction_loss: 33.7522 - kl_loss: 3.8822e-04


258/493 [==============>...............] - ETA: 5s - loss: 33.7261 - reconstruction_loss: 33.7528 - kl_loss: 3.8781e-04


261/493 [==============>...............] - ETA: 5s - loss: 33.7263 - reconstruction_loss: 33.7504 - kl_loss: 3.8739e-04


264/493 [===============>..............] - ETA: 5s - loss: 33.7266 - reconstruction_loss: 33.7465 - kl_loss: 3.8697e-04


267/493 [===============>..............] - ETA: 5s - loss: 33.7268 - reconstruction_loss: 33.7456 - kl_loss: 3.8656e-04


269/493 [===============>..............] - ETA: 5s - loss: 33.7269 - reconstruction_loss: 33.7423 - kl_loss: 3.8629e-04


272/493 [===============>..............] - ETA: 5s - loss: 33.7271 - reconstruction_loss: 33.7456 - kl_loss: 3.8587e-04


275/493 [===============>..............] - ETA: 5s - loss: 33.7273 - reconstruction_loss: 33.7443 - kl_loss: 3.8544e-04


278/493 [===============>..............] - ETA: 5s - loss: 33.7275 - reconstruction_loss: 33.7467 - kl_loss: 3.8500e-04


281/493 [================>.............] - ETA: 5s - loss: 33.7277 - reconstruction_loss: 33.7472 - kl_loss: 3.8456e-04


284/493 [================>.............] - ETA: 5s - loss: 33.7279 - reconstruction_loss: 33.7421 - kl_loss: 3.8413e-04


287/493 [================>.............] - ETA: 4s - loss: 33.7280 - reconstruction_loss: 33.7362 - kl_loss: 3.8370e-04


290/493 [================>.............] - ETA: 4s - loss: 33.7280 - reconstruction_loss: 33.7293 - kl_loss: 3.8329e-04


293/493 [================>.............] - ETA: 4s - loss: 33.7280 - reconstruction_loss: 33.7302 - kl_loss: 3.8290e-04


296/493 [=================>............] - ETA: 4s - loss: 33.7280 - reconstruction_loss: 33.7279 - kl_loss: 3.8254e-04


299/493 [=================>............] - ETA: 4s - loss: 33.7280 - reconstruction_loss: 33.7350 - kl_loss: 3.8219e-04


302/493 [=================>............] - ETA: 4s - loss: 33.7281 - reconstruction_loss: 33.7346 - kl_loss: 3.8185e-04


305/493 [=================>............] - ETA: 4s - loss: 33.7282 - reconstruction_loss: 33.7326 - kl_loss: 3.8151e-04


308/493 [=================>............] - ETA: 4s - loss: 33.7282 - reconstruction_loss: 33.7302 - kl_loss: 3.8116e-04


311/493 [=================>............] - ETA: 4s - loss: 33.7283 - reconstruction_loss: 33.7323 - kl_loss: 3.8080e-04


314/493 [==================>...........] - ETA: 4s - loss: 33.7283 - reconstruction_loss: 33.7340 - kl_loss: 3.8046e-04


316/493 [==================>...........] - ETA: 4s - loss: 33.7284 - reconstruction_loss: 33.7348 - kl_loss: 3.8023e-04


319/493 [==================>...........] - ETA: 4s - loss: 33.7285 - reconstruction_loss: 33.7373 - kl_loss: 3.7989e-04


322/493 [==================>...........] - ETA: 4s - loss: 33.7285 - reconstruction_loss: 33.7311 - kl_loss: 3.7954e-04


325/493 [==================>...........] - ETA: 4s - loss: 33.7286 - reconstruction_loss: 33.7371 - kl_loss: 3.7917e-04


328/493 [==================>...........] - ETA: 3s - loss: 33.7287 - reconstruction_loss: 33.7382 - kl_loss: 3.7880e-04


331/493 [===================>..........] - ETA: 3s - loss: 33.7287 - reconstruction_loss: 33.7350 - kl_loss: 3.7844e-04


334/493 [===================>..........] - ETA: 3s - loss: 33.7288 - reconstruction_loss: 33.7351 - kl_loss: 3.7807e-04


337/493 [===================>..........] - ETA: 3s - loss: 33.7288 - reconstruction_loss: 33.7304 - kl_loss: 3.7769e-04


339/493 [===================>..........] - ETA: 3s - loss: 33.7288 - reconstruction_loss: 33.7274 - kl_loss: 3.7743e-04


342/493 [===================>..........] - ETA: 3s - loss: 33.7288 - reconstruction_loss: 33.7276 - kl_loss: 3.7704e-04


345/493 [===================>..........] - ETA: 3s - loss: 33.7288 - reconstruction_loss: 33.7231 - kl_loss: 3.7664e-04


348/493 [====================>.........] - ETA: 3s - loss: 33.7287 - reconstruction_loss: 33.7227 - kl_loss: 3.7625e-04


351/493 [====================>.........] - ETA: 3s - loss: 33.7287 - reconstruction_loss: 33.7264 - kl_loss: 3.7585e-04


354/493 [====================>.........] - ETA: 3s - loss: 33.7286 - reconstruction_loss: 33.7224 - kl_loss: 3.7545e-04


357/493 [====================>.........] - ETA: 3s - loss: 33.7286 - reconstruction_loss: 33.7213 - kl_loss: 3.7504e-04


360/493 [====================>.........] - ETA: 3s - loss: 33.7286 - reconstruction_loss: 33.7217 - kl_loss: 3.7462e-04


363/493 [=====================>........] - ETA: 3s - loss: 33.7285 - reconstruction_loss: 33.7218 - kl_loss: 3.7419e-04


366/493 [=====================>........] - ETA: 3s - loss: 33.7285 - reconstruction_loss: 33.7190 - kl_loss: 3.7376e-04


369/493 [=====================>........] - ETA: 2s - loss: 33.7284 - reconstruction_loss: 33.7175 - kl_loss: 3.7331e-04


372/493 [=====================>........] - ETA: 2s - loss: 33.7283 - reconstruction_loss: 33.7196 - kl_loss: 3.7287e-04


375/493 [=====================>........] - ETA: 2s - loss: 33.7282 - reconstruction_loss: 33.7121 - kl_loss: 3.7241e-04


378/493 [======================>.......] - ETA: 2s - loss: 33.7281 - reconstruction_loss: 33.7122 - kl_loss: 3.7195e-04


380/493 [======================>.......] - ETA: 2s - loss: 33.7280 - reconstruction_loss: 33.7122 - kl_loss: 3.7164e-04


383/493 [======================>.......] - ETA: 2s - loss: 33.7279 - reconstruction_loss: 33.7134 - kl_loss: 3.7117e-04


385/493 [======================>.......] - ETA: 2s - loss: 33.7278 - reconstruction_loss: 33.7103 - kl_loss: 3.7086e-04


388/493 [======================>.......] - ETA: 2s - loss: 33.7277 - reconstruction_loss: 33.7086 - kl_loss: 3.7040e-04


390/493 [======================>.......] - ETA: 2s - loss: 33.7276 - reconstruction_loss: 33.7078 - kl_loss: 3.7009e-04


392/493 [======================>.......] - ETA: 2s - loss: 33.7274 - reconstruction_loss: 33.7060 - kl_loss: 3.6978e-04


395/493 [=======================>......] - ETA: 2s - loss: 33.7272 - reconstruction_loss: 33.6982 - kl_loss: 3.6932e-04


398/493 [=======================>......] - ETA: 2s - loss: 33.7270 - reconstruction_loss: 33.6947 - kl_loss: 3.6885e-04


400/493 [=======================>......] - ETA: 2s - loss: 33.7269 - reconstruction_loss: 33.6963 - kl_loss: 3.6853e-04


403/493 [=======================>......] - ETA: 2s - loss: 33.7266 - reconstruction_loss: 33.6944 - kl_loss: 3.6806e-04


406/493 [=======================>......] - ETA: 2s - loss: 33.7264 - reconstruction_loss: 33.6935 - kl_loss: 3.6759e-04


409/493 [=======================>......] - ETA: 2s - loss: 33.7261 - reconstruction_loss: 33.6962 - kl_loss: 3.6712e-04


412/493 [========================>.....] - ETA: 1s - loss: 33.7259 - reconstruction_loss: 33.6960 - kl_loss: 3.6665e-04


415/493 [========================>.....] - ETA: 1s - loss: 33.7257 - reconstruction_loss: 33.6914 - kl_loss: 3.6619e-04


418/493 [========================>.....] - ETA: 1s - loss: 33.7254 - reconstruction_loss: 33.6884 - kl_loss: 3.6572e-04


421/493 [========================>.....] - ETA: 1s - loss: 33.7252 - reconstruction_loss: 33.6884 - kl_loss: 3.6526e-04


424/493 [========================>.....] - ETA: 1s - loss: 33.7249 - reconstruction_loss: 33.6875 - kl_loss: 3.6480e-04


427/493 [========================>.....] - ETA: 1s - loss: 33.7247 - reconstruction_loss: 33.6886 - kl_loss: 3.6435e-04


429/493 [=========================>....] - ETA: 1s - loss: 33.7245 - reconstruction_loss: 33.6891 - kl_loss: 3.6404e-04


432/493 [=========================>....] - ETA: 1s - loss: 33.7243 - reconstruction_loss: 33.6911 - kl_loss: 3.6358e-04


435/493 [=========================>....] - ETA: 1s - loss: 33.7240 - reconstruction_loss: 33.6904 - kl_loss: 3.6312e-04


438/493 [=========================>....] - ETA: 1s - loss: 33.7238 - reconstruction_loss: 33.6934 - kl_loss: 3.6266e-04


440/493 [=========================>....] - ETA: 1s - loss: 33.7237 - reconstruction_loss: 33.6910 - kl_loss: 3.6235e-04


443/493 [=========================>....] - ETA: 1s - loss: 33.7235 - reconstruction_loss: 33.6938 - kl_loss: 3.6189e-04


446/493 [==========================>...] - ETA: 1s - loss: 33.7233 - reconstruction_loss: 33.6942 - kl_loss: 3.6143e-04


449/493 [==========================>...] - ETA: 1s - loss: 33.7231 - reconstruction_loss: 33.6930 - kl_loss: 3.6096e-04


451/493 [==========================>...] - ETA: 1s - loss: 33.7229 - reconstruction_loss: 33.6942 - kl_loss: 3.6064e-04


453/493 [==========================>...] - ETA: 0s - loss: 33.7228 - reconstruction_loss: 33.6951 - kl_loss: 3.6031e-04


455/493 [==========================>...] - ETA: 0s - loss: 33.7227 - reconstruction_loss: 33.6942 - kl_loss: 3.5999e-04


458/493 [==========================>...] - ETA: 0s - loss: 33.7225 - reconstruction_loss: 33.6904 - kl_loss: 3.5949e-04


461/493 [===========================>..] - ETA: 0s - loss: 33.7223 - reconstruction_loss: 33.6907 - kl_loss: 3.5899e-04


464/493 [===========================>..] - ETA: 0s - loss: 33.7221 - reconstruction_loss: 33.6902 - kl_loss: 3.5848e-04


466/493 [===========================>..] - ETA: 0s - loss: 33.7220 - reconstruction_loss: 33.6906 - kl_loss: 3.5815e-04


469/493 [===========================>..] - ETA: 0s - loss: 33.7217 - reconstruction_loss: 33.6898 - kl_loss: 3.5765e-04


472/493 [===========================>..] - ETA: 0s - loss: 33.7216 - reconstruction_loss: 33.6913 - kl_loss: 3.5714e-04


475/493 [===========================>..] - ETA: 0s - loss: 33.7213 - reconstruction_loss: 33.6863 - kl_loss: 3.5662e-04


478/493 [============================>.] - ETA: 0s - loss: 33.7211 - reconstruction_loss: 33.6842 - kl_loss: 3.5610e-04


481/493 [============================>.] - ETA: 0s - loss: 33.7209 - reconstruction_loss: 33.6893 - kl_loss: 3.5557e-04


483/493 [============================>.] - ETA: 0s - loss: 33.7208 - reconstruction_loss: 33.6893 - kl_loss: 3.5522e-04


485/493 [============================>.] - ETA: 0s - loss: 33.7207 - reconstruction_loss: 33.6925 - kl_loss: 3.5487e-04


488/493 [============================>.] - ETA: 0s - loss: 33.7205 - reconstruction_loss: 33.6934 - kl_loss: 3.5436e-04


491/493 [============================>.] - ETA: 0s - loss: 33.7203 - reconstruction_loss: 33.6944 - kl_loss: 3.5383e-04


493/493 [==============================] - 12s 24ms/step - loss: 33.7199 - reconstruction_loss: 33.6361 - kl_loss: 3.5348e-04

Epoch 3/30

  1/493 [..............................] - ETA: 11s - loss: 33.2371 - reconstruction_loss: 33.2369 - kl_loss: 2.6700e-04


  4/493 [..............................] - ETA: 11s - loss: 33.4768 - reconstruction_loss: 33.6586 - kl_loss: 2.6664e-04


  7/493 [..............................] - ETA: 11s - loss: 33.5125 - reconstruction_loss: 33.4338 - kl_loss: 2.6673e-04


 10/493 [..............................] - ETA: 11s - loss: 33.4904 - reconstruction_loss: 33.4046 - kl_loss: 2.6678e-04


 13/493 [..............................] - ETA: 11s - loss: 33.4511 - reconstruction_loss: 33.2686 - kl_loss: 2.6660e-04


 16/493 [..............................] - ETA: 11s - loss: 33.4204 - reconstruction_loss: 33.3494 - kl_loss: 2.6610e-04


 19/493 [>.............................] - ETA: 11s - loss: 33.4156 - reconstruction_loss: 33.4135 - kl_loss: 2.6556e-04


 22/493 [>.............................] - ETA: 11s - loss: 33.4133 - reconstruction_loss: 33.3811 - kl_loss: 2.6501e-04


 25/493 [>.............................] - ETA: 11s - loss: 33.4165 - reconstruction_loss: 33.4888 - kl_loss: 2.6434e-04


 28/493 [>.............................] - ETA: 11s - loss: 33.4263 - reconstruction_loss: 33.5246 - kl_loss: 2.6355e-04


 31/493 [>.............................] - ETA: 10s - loss: 33.4371 - reconstruction_loss: 33.5334 - kl_loss: 2.6273e-04


 34/493 [=>............................] - ETA: 10s - loss: 33.4424 - reconstruction_loss: 33.4743 - kl_loss: 2.6193e-04


 37/493 [=>............................] - ETA: 10s - loss: 33.4420 - reconstruction_loss: 33.4426 - kl_loss: 2.6109e-04


 40/493 [=>............................] - ETA: 10s - loss: 33.4400 - reconstruction_loss: 33.3954 - kl_loss: 2.6027e-04


 43/493 [=>............................] - ETA: 10s - loss: 33.4396 - reconstruction_loss: 33.4332 - kl_loss: 2.5947e-04


 46/493 [=>............................] - ETA: 10s - loss: 33.4405 - reconstruction_loss: 33.4568 - kl_loss: 2.5869e-04


 49/493 [=>............................] - ETA: 10s - loss: 33.4429 - reconstruction_loss: 33.4739 - kl_loss: 2.5793e-04


 52/493 [==>...........................] - ETA: 10s - loss: 33.4460 - reconstruction_loss: 33.5088 - kl_loss: 2.5715e-04


 55/493 [==>...........................] - ETA: 10s - loss: 33.4495 - reconstruction_loss: 33.5139 - kl_loss: 2.5635e-04


 58/493 [==>...........................] - ETA: 10s - loss: 33.4510 - reconstruction_loss: 33.4790 - kl_loss: 2.5557e-04


 61/493 [==>...........................] - ETA: 10s - loss: 33.4529 - reconstruction_loss: 33.4955 - kl_loss: 2.5486e-04


 64/493 [==>...........................] - ETA: 10s - loss: 33.4555 - reconstruction_loss: 33.5182 - kl_loss: 2.5424e-04


 67/493 [===>..........................] - ETA: 10s - loss: 33.4581 - reconstruction_loss: 33.5161 - kl_loss: 2.5373e-04


 70/493 [===>..........................] - ETA: 10s - loss: 33.4612 - reconstruction_loss: 33.5309 - kl_loss: 2.5326e-04


 73/493 [===>..........................] - ETA: 9s - loss: 33.4641 - reconstruction_loss: 33.5394 - kl_loss: 2.5280e-04 


 76/493 [===>..........................] - ETA: 9s - loss: 33.4673 - reconstruction_loss: 33.5477 - kl_loss: 2.5236e-04


 78/493 [===>..........................] - ETA: 9s - loss: 33.4698 - reconstruction_loss: 33.5650 - kl_loss: 2.5208e-04


 81/493 [===>..........................] - ETA: 9s - loss: 33.4737 - reconstruction_loss: 33.5770 - kl_loss: 2.5171e-04


 84/493 [====>.........................] - ETA: 9s - loss: 33.4769 - reconstruction_loss: 33.5594 - kl_loss: 2.5138e-04


 87/493 [====>.........................] - ETA: 9s - loss: 33.4801 - reconstruction_loss: 33.5736 - kl_loss: 2.5110e-04


 90/493 [====>.........................] - ETA: 9s - loss: 33.4829 - reconstruction_loss: 33.5623 - kl_loss: 2.5084e-04


 93/493 [====>.........................] - ETA: 9s - loss: 33.4856 - reconstruction_loss: 33.5760 - kl_loss: 2.5058e-04


 95/493 [====>.........................] - ETA: 9s - loss: 33.4876 - reconstruction_loss: 33.5784 - kl_loss: 2.5039e-04


 98/493 [====>.........................] - ETA: 9s - loss: 33.4904 - reconstruction_loss: 33.5752 - kl_loss: 2.5012e-04


101/493 [=====>........................] - ETA: 9s - loss: 33.4927 - reconstruction_loss: 33.5664 - kl_loss: 2.4984e-04


104/493 [=====>........................] - ETA: 9s - loss: 33.4943 - reconstruction_loss: 33.5497 - kl_loss: 2.4952e-04


106/493 [=====>........................] - ETA: 9s - loss: 33.4953 - reconstruction_loss: 33.5457 - kl_loss: 2.4928e-04


109/493 [=====>........................] - ETA: 9s - loss: 33.4969 - reconstruction_loss: 33.5537 - kl_loss: 2.4892e-04


112/493 [=====>........................] - ETA: 9s - loss: 33.4985 - reconstruction_loss: 33.5445 - kl_loss: 2.4856e-04


115/493 [=====>........................] - ETA: 9s - loss: 33.4998 - reconstruction_loss: 33.5536 - kl_loss: 2.4816e-04


118/493 [======>.......................] - ETA: 8s - loss: 33.5014 - reconstruction_loss: 33.5658 - kl_loss: 2.4774e-04


121/493 [======>.......................] - ETA: 8s - loss: 33.5030 - reconstruction_loss: 33.5682 - kl_loss: 2.4730e-04


123/493 [======>.......................] - ETA: 8s - loss: 33.5041 - reconstruction_loss: 33.5705 - kl_loss: 2.4701e-04


125/493 [======>.......................] - ETA: 8s - loss: 33.5051 - reconstruction_loss: 33.5682 - kl_loss: 2.4671e-04


127/493 [======>.......................] - ETA: 8s - loss: 33.5059 - reconstruction_loss: 33.5589 - kl_loss: 2.4642e-04


130/493 [======>.......................] - ETA: 8s - loss: 33.5070 - reconstruction_loss: 33.5540 - kl_loss: 2.4599e-04


133/493 [=======>......................] - ETA: 8s - loss: 33.5080 - reconstruction_loss: 33.5576 - kl_loss: 2.4557e-04


136/493 [=======>......................] - ETA: 8s - loss: 33.5091 - reconstruction_loss: 33.5536 - kl_loss: 2.4517e-04


139/493 [=======>......................] - ETA: 8s - loss: 33.5100 - reconstruction_loss: 33.5485 - kl_loss: 2.4477e-04


142/493 [=======>......................] - ETA: 8s - loss: 33.5109 - reconstruction_loss: 33.5584 - kl_loss: 2.4435e-04


145/493 [=======>......................] - ETA: 8s - loss: 33.5119 - reconstruction_loss: 33.5603 - kl_loss: 2.4394e-04


148/493 [========>.....................] - ETA: 8s - loss: 33.5129 - reconstruction_loss: 33.5609 - kl_loss: 2.4355e-04


151/493 [========>.....................] - ETA: 8s - loss: 33.5140 - reconstruction_loss: 33.5742 - kl_loss: 2.4316e-04


154/493 [========>.....................] - ETA: 8s - loss: 33.5151 - reconstruction_loss: 33.5770 - kl_loss: 2.4277e-04


157/493 [========>.....................] - ETA: 8s - loss: 33.5164 - reconstruction_loss: 33.5791 - kl_loss: 2.4238e-04


160/493 [========>.....................] - ETA: 8s - loss: 33.5175 - reconstruction_loss: 33.5730 - kl_loss: 2.4199e-04


162/493 [========>.....................] - ETA: 7s - loss: 33.5181 - reconstruction_loss: 33.5674 - kl_loss: 2.4172e-04


164/493 [========>.....................] - ETA: 7s - loss: 33.5188 - reconstruction_loss: 33.5691 - kl_loss: 2.4146e-04


167/493 [=========>....................] - ETA: 7s - loss: 33.5198 - reconstruction_loss: 33.5794 - kl_loss: 2.4105e-04


169/493 [=========>....................] - ETA: 7s - loss: 33.5205 - reconstruction_loss: 33.5815 - kl_loss: 2.4078e-04


172/493 [=========>....................] - ETA: 7s - loss: 33.5216 - reconstruction_loss: 33.5909 - kl_loss: 2.4037e-04


175/493 [=========>....................] - ETA: 7s - loss: 33.5227 - reconstruction_loss: 33.5891 - kl_loss: 2.3994e-04


178/493 [=========>....................] - ETA: 7s - loss: 33.5239 - reconstruction_loss: 33.5929 - kl_loss: 2.3948e-04


181/493 [==========>...................] - ETA: 7s - loss: 33.5251 - reconstruction_loss: 33.5908 - kl_loss: 2.3902e-04


184/493 [==========>...................] - ETA: 7s - loss: 33.5262 - reconstruction_loss: 33.5903 - kl_loss: 2.3856e-04


187/493 [==========>...................] - ETA: 7s - loss: 33.5272 - reconstruction_loss: 33.5843 - kl_loss: 2.3812e-04


189/493 [==========>...................] - ETA: 7s - loss: 33.5277 - reconstruction_loss: 33.5801 - kl_loss: 2.3784e-04


191/493 [==========>...................] - ETA: 7s - loss: 33.5283 - reconstruction_loss: 33.5824 - kl_loss: 2.3756e-04


193/493 [==========>...................] - ETA: 7s - loss: 33.5289 - reconstruction_loss: 33.5832 - kl_loss: 2.3729e-04


195/493 [==========>...................] - ETA: 7s - loss: 33.5295 - reconstruction_loss: 33.5883 - kl_loss: 2.3702e-04


197/493 [==========>...................] - ETA: 7s - loss: 33.5300 - reconstruction_loss: 33.5860 - kl_loss: 2.3675e-04


199/493 [===========>..................] - ETA: 7s - loss: 33.5307 - reconstruction_loss: 33.5951 - kl_loss: 2.3647e-04


202/493 [===========>..................] - ETA: 7s - loss: 33.5316 - reconstruction_loss: 33.5928 - kl_loss: 2.3604e-04


205/493 [===========>..................] - ETA: 7s - loss: 33.5325 - reconstruction_loss: 33.5970 - kl_loss: 2.3561e-04


208/493 [===========>..................] - ETA: 7s - loss: 33.5335 - reconstruction_loss: 33.6010 - kl_loss: 2.3517e-04


211/493 [===========>..................] - ETA: 6s - loss: 33.5344 - reconstruction_loss: 33.5968 - kl_loss: 2.3474e-04


214/493 [============>.................] - ETA: 6s - loss: 33.5353 - reconstruction_loss: 33.5946 - kl_loss: 2.3431e-04


217/493 [============>.................] - ETA: 6s - loss: 33.5361 - reconstruction_loss: 33.5971 - kl_loss: 2.3389e-04


219/493 [============>.................] - ETA: 6s - loss: 33.5367 - reconstruction_loss: 33.6045 - kl_loss: 2.3361e-04


222/493 [============>.................] - ETA: 6s - loss: 33.5376 - reconstruction_loss: 33.6069 - kl_loss: 2.3319e-04


225/493 [============>.................] - ETA: 6s - loss: 33.5386 - reconstruction_loss: 33.6092 - kl_loss: 2.3276e-04


228/493 [============>.................] - ETA: 6s - loss: 33.5395 - reconstruction_loss: 33.6052 - kl_loss: 2.3231e-04


231/493 [=============>................] - ETA: 6s - loss: 33.5403 - reconstruction_loss: 33.6045 - kl_loss: 2.3186e-04


234/493 [=============>................] - ETA: 6s - loss: 33.5412 - reconstruction_loss: 33.6065 - kl_loss: 2.3142e-04


237/493 [=============>................] - ETA: 6s - loss: 33.5420 - reconstruction_loss: 33.6054 - kl_loss: 2.3100e-04


240/493 [=============>................] - ETA: 6s - loss: 33.5428 - reconstruction_loss: 33.6126 - kl_loss: 2.3061e-04


243/493 [=============>................] - ETA: 6s - loss: 33.5437 - reconstruction_loss: 33.6172 - kl_loss: 2.3022e-04


245/493 [=============>................] - ETA: 6s - loss: 33.5443 - reconstruction_loss: 33.6207 - kl_loss: 2.2998e-04


248/493 [==============>...............] - ETA: 5s - loss: 33.5452 - reconstruction_loss: 33.6139 - kl_loss: 2.2961e-04


251/493 [==============>...............] - ETA: 5s - loss: 33.5460 - reconstruction_loss: 33.6130 - kl_loss: 2.2923e-04


253/493 [==============>...............] - ETA: 5s - loss: 33.5465 - reconstruction_loss: 33.6133 - kl_loss: 2.2898e-04


256/493 [==============>...............] - ETA: 5s - loss: 33.5474 - reconstruction_loss: 33.6177 - kl_loss: 2.2861e-04


259/493 [==============>...............] - ETA: 5s - loss: 33.5482 - reconstruction_loss: 33.6247 - kl_loss: 2.2825e-04


262/493 [==============>...............] - ETA: 5s - loss: 33.5491 - reconstruction_loss: 33.6199 - kl_loss: 2.2790e-04


265/493 [===============>..............] - ETA: 5s - loss: 33.5498 - reconstruction_loss: 33.6129 - kl_loss: 2.2754e-04


268/493 [===============>..............] - ETA: 5s - loss: 33.5506 - reconstruction_loss: 33.6153 - kl_loss: 2.2717e-04


271/493 [===============>..............] - ETA: 5s - loss: 33.5514 - reconstruction_loss: 33.6334 - kl_loss: 2.2680e-04


273/493 [===============>..............] - ETA: 5s - loss: 33.5520 - reconstruction_loss: 33.6354 - kl_loss: 2.2657e-04


276/493 [===============>..............] - ETA: 5s - loss: 33.5529 - reconstruction_loss: 33.6396 - kl_loss: 2.2625e-04


279/493 [===============>..............] - ETA: 5s - loss: 33.5539 - reconstruction_loss: 33.6461 - kl_loss: 2.2596e-04


282/493 [================>.............] - ETA: 5s - loss: 33.5549 - reconstruction_loss: 33.6460 - kl_loss: 2.2566e-04


285/493 [================>.............] - ETA: 5s - loss: 33.5559 - reconstruction_loss: 33.6435 - kl_loss: 2.2537e-04


287/493 [================>.............] - ETA: 5s - loss: 33.5565 - reconstruction_loss: 33.6452 - kl_loss: 2.2519e-04


290/493 [================>.............] - ETA: 4s - loss: 33.5574 - reconstruction_loss: 33.6437 - kl_loss: 2.2493e-04


293/493 [================>.............] - ETA: 4s - loss: 33.5583 - reconstruction_loss: 33.6466 - kl_loss: 2.2468e-04


296/493 [=================>............] - ETA: 4s - loss: 33.5592 - reconstruction_loss: 33.6417 - kl_loss: 2.2443e-04


298/493 [=================>............] - ETA: 4s - loss: 33.5597 - reconstruction_loss: 33.6405 - kl_loss: 2.2426e-04


301/493 [=================>............] - ETA: 4s - loss: 33.5605 - reconstruction_loss: 33.6425 - kl_loss: 2.2401e-04


304/493 [=================>............] - ETA: 4s - loss: 33.5614 - reconstruction_loss: 33.6510 - kl_loss: 2.2375e-04


307/493 [=================>............] - ETA: 4s - loss: 33.5622 - reconstruction_loss: 33.6507 - kl_loss: 2.2350e-04


310/493 [=================>............] - ETA: 4s - loss: 33.5631 - reconstruction_loss: 33.6476 - kl_loss: 2.2323e-04


313/493 [==================>...........] - ETA: 4s - loss: 33.5639 - reconstruction_loss: 33.6441 - kl_loss: 2.2295e-04


316/493 [==================>...........] - ETA: 4s - loss: 33.5646 - reconstruction_loss: 33.6408 - kl_loss: 2.2267e-04


319/493 [==================>...........] - ETA: 4s - loss: 33.5654 - reconstruction_loss: 33.6434 - kl_loss: 2.2238e-04


322/493 [==================>...........] - ETA: 4s - loss: 33.5661 - reconstruction_loss: 33.6457 - kl_loss: 2.2211e-04


325/493 [==================>...........] - ETA: 4s - loss: 33.5669 - reconstruction_loss: 33.6464 - kl_loss: 2.2184e-04


328/493 [==================>...........] - ETA: 4s - loss: 33.5676 - reconstruction_loss: 33.6455 - kl_loss: 2.2156e-04


330/493 [===================>..........] - ETA: 3s - loss: 33.5681 - reconstruction_loss: 33.6430 - kl_loss: 2.2137e-04


333/493 [===================>..........] - ETA: 3s - loss: 33.5688 - reconstruction_loss: 33.6425 - kl_loss: 2.2107e-04


335/493 [===================>..........] - ETA: 3s - loss: 33.5692 - reconstruction_loss: 33.6405 - kl_loss: 2.2087e-04


337/493 [===================>..........] - ETA: 3s - loss: 33.5696 - reconstruction_loss: 33.6410 - kl_loss: 2.2067e-04


340/493 [===================>..........] - ETA: 3s - loss: 33.5702 - reconstruction_loss: 33.6396 - kl_loss: 2.2037e-04


343/493 [===================>..........] - ETA: 3s - loss: 33.5708 - reconstruction_loss: 33.6400 - kl_loss: 2.2007e-04


346/493 [====================>.........] - ETA: 3s - loss: 33.5715 - reconstruction_loss: 33.6435 - kl_loss: 2.1977e-04


349/493 [====================>.........] - ETA: 3s - loss: 33.5721 - reconstruction_loss: 33.6453 - kl_loss: 2.1949e-04


352/493 [====================>.........] - ETA: 3s - loss: 33.5727 - reconstruction_loss: 33.6463 - kl_loss: 2.1922e-04


355/493 [====================>.........] - ETA: 3s - loss: 33.5734 - reconstruction_loss: 33.6504 - kl_loss: 2.1895e-04


358/493 [====================>.........] - ETA: 3s - loss: 33.5740 - reconstruction_loss: 33.6514 - kl_loss: 2.1869e-04


361/493 [====================>.........] - ETA: 3s - loss: 33.5747 - reconstruction_loss: 33.6519 - kl_loss: 2.1842e-04


363/493 [=====================>........] - ETA: 3s - loss: 33.5751 - reconstruction_loss: 33.6515 - kl_loss: 2.1824e-04


366/493 [=====================>........] - ETA: 3s - loss: 33.5757 - reconstruction_loss: 33.6526 - kl_loss: 2.1796e-04


369/493 [=====================>........] - ETA: 3s - loss: 33.5764 - reconstruction_loss: 33.6535 - kl_loss: 2.1769e-04


372/493 [=====================>........] - ETA: 2s - loss: 33.5770 - reconstruction_loss: 33.6518 - kl_loss: 2.1742e-04


374/493 [=====================>........] - ETA: 2s - loss: 33.5774 - reconstruction_loss: 33.6509 - kl_loss: 2.1725e-04


377/493 [=====================>........] - ETA: 2s - loss: 33.5780 - reconstruction_loss: 33.6540 - kl_loss: 2.1699e-04


379/493 [======================>.......] - ETA: 2s - loss: 33.5784 - reconstruction_loss: 33.6535 - kl_loss: 2.1682e-04


381/493 [======================>.......] - ETA: 2s - loss: 33.5788 - reconstruction_loss: 33.6532 - kl_loss: 2.1665e-04


384/493 [======================>.......] - ETA: 2s - loss: 33.5793 - reconstruction_loss: 33.6535 - kl_loss: 2.1639e-04


387/493 [======================>.......] - ETA: 2s - loss: 33.5799 - reconstruction_loss: 33.6544 - kl_loss: 2.1612e-04


390/493 [======================>.......] - ETA: 2s - loss: 33.5805 - reconstruction_loss: 33.6528 - kl_loss: 2.1585e-04


393/493 [======================>.......] - ETA: 2s - loss: 33.5810 - reconstruction_loss: 33.6526 - kl_loss: 2.1558e-04


395/493 [=======================>......] - ETA: 2s - loss: 33.5814 - reconstruction_loss: 33.6527 - kl_loss: 2.1540e-04


398/493 [=======================>......] - ETA: 2s - loss: 33.5819 - reconstruction_loss: 33.6540 - kl_loss: 2.1513e-04


401/493 [=======================>......] - ETA: 2s - loss: 33.5825 - reconstruction_loss: 33.6550 - kl_loss: 2.1486e-04


404/493 [=======================>......] - ETA: 2s - loss: 33.5830 - reconstruction_loss: 33.6551 - kl_loss: 2.1461e-04


407/493 [=======================>......] - ETA: 2s - loss: 33.5835 - reconstruction_loss: 33.6544 - kl_loss: 2.1437e-04


410/493 [=======================>......] - ETA: 2s - loss: 33.5841 - reconstruction_loss: 33.6552 - kl_loss: 2.1413e-04


412/493 [========================>.....] - ETA: 1s - loss: 33.5844 - reconstruction_loss: 33.6578 - kl_loss: 2.1396e-04


415/493 [========================>.....] - ETA: 1s - loss: 33.5849 - reconstruction_loss: 33.6525 - kl_loss: 2.1371e-04


418/493 [========================>.....] - ETA: 1s - loss: 33.5854 - reconstruction_loss: 33.6497 - kl_loss: 2.1345e-04


420/493 [========================>.....] - ETA: 1s - loss: 33.5857 - reconstruction_loss: 33.6508 - kl_loss: 2.1328e-04


423/493 [========================>.....] - ETA: 1s - loss: 33.5862 - reconstruction_loss: 33.6510 - kl_loss: 2.1302e-04


426/493 [========================>.....] - ETA: 1s - loss: 33.5867 - reconstruction_loss: 33.6533 - kl_loss: 2.1276e-04


428/493 [=========================>....] - ETA: 1s - loss: 33.5870 - reconstruction_loss: 33.6519 - kl_loss: 2.1258e-04


431/493 [=========================>....] - ETA: 1s - loss: 33.5874 - reconstruction_loss: 33.6512 - kl_loss: 2.1230e-04


434/493 [=========================>....] - ETA: 1s - loss: 33.5879 - reconstruction_loss: 33.6535 - kl_loss: 2.1202e-04


437/493 [=========================>....] - ETA: 1s - loss: 33.5883 - reconstruction_loss: 33.6532 - kl_loss: 2.1172e-04


440/493 [=========================>....] - ETA: 1s - loss: 33.5887 - reconstruction_loss: 33.6506 - kl_loss: 2.1142e-04


443/493 [=========================>....] - ETA: 1s - loss: 33.5892 - reconstruction_loss: 33.6517 - kl_loss: 2.1110e-04


446/493 [==========================>...] - ETA: 1s - loss: 33.5896 - reconstruction_loss: 33.6527 - kl_loss: 2.1077e-04


448/493 [==========================>...] - ETA: 1s - loss: 33.5899 - reconstruction_loss: 33.6570 - kl_loss: 2.1055e-04


451/493 [==========================>...] - ETA: 1s - loss: 33.5903 - reconstruction_loss: 33.6606 - kl_loss: 2.1021e-04


454/493 [==========================>...] - ETA: 0s - loss: 33.5908 - reconstruction_loss: 33.6572 - kl_loss: 2.0988e-04


457/493 [==========================>...] - ETA: 0s - loss: 33.5912 - reconstruction_loss: 33.6598 - kl_loss: 2.0953e-04


460/493 [==========================>...] - ETA: 0s - loss: 33.5917 - reconstruction_loss: 33.6602 - kl_loss: 2.0919e-04


463/493 [===========================>..] - ETA: 0s - loss: 33.5921 - reconstruction_loss: 33.6612 - kl_loss: 2.0884e-04


466/493 [===========================>..] - ETA: 0s - loss: 33.5926 - reconstruction_loss: 33.6634 - kl_loss: 2.0849e-04


468/493 [===========================>..] - ETA: 0s - loss: 33.5929 - reconstruction_loss: 33.6615 - kl_loss: 2.0827e-04


471/493 [===========================>..] - ETA: 0s - loss: 33.5933 - reconstruction_loss: 33.6621 - kl_loss: 2.0792e-04


474/493 [===========================>..] - ETA: 0s - loss: 33.5938 - reconstruction_loss: 33.6640 - kl_loss: 2.0757e-04


477/493 [============================>.] - ETA: 0s - loss: 33.5942 - reconstruction_loss: 33.6646 - kl_loss: 2.0722e-04


479/493 [============================>.] - ETA: 0s - loss: 33.5945 - reconstruction_loss: 33.6614 - kl_loss: 2.0699e-04


482/493 [============================>.] - ETA: 0s - loss: 33.5949 - reconstruction_loss: 33.6643 - kl_loss: 2.0663e-04


485/493 [============================>.] - ETA: 0s - loss: 33.5954 - reconstruction_loss: 33.6644 - kl_loss: 2.0627e-04


488/493 [============================>.] - ETA: 0s - loss: 33.5958 - reconstruction_loss: 33.6609 - kl_loss: 2.0590e-04


490/493 [============================>.] - ETA: 0s - loss: 33.5960 - reconstruction_loss: 33.6595 - kl_loss: 2.0566e-04


493/493 [==============================] - ETA: 0s - loss: 33.5963 - reconstruction_loss: 33.6036 - kl_loss: 2.0530e-04


493/493 [==============================] - 12s 24ms/step - loss: 33.5963 - reconstruction_loss: 33.6036 - kl_loss: 2.0530e-04

Epoch 4/30

  1/493 [..............................] - ETA: 11s - loss: 34.1135 - reconstruction_loss: 34.1133 - kl_loss: 1.4648e-04


  4/493 [..............................] - ETA: 13s - loss: 33.9896 - reconstruction_loss: 33.8733 - kl_loss: 1.4652e-04


  7/493 [..............................] - ETA: 12s - loss: 33.8414 - reconstruction_loss: 33.5514 - kl_loss: 1.4645e-04


 10/493 [..............................] - ETA: 12s - loss: 33.7531 - reconstruction_loss: 33.5598 - kl_loss: 1.4621e-04


 12/493 [..............................] - ETA: 12s - loss: 33.7273 - reconstruction_loss: 33.6459 - kl_loss: 1.4604e-04


 15/493 [..............................] - ETA: 11s - loss: 33.7114 - reconstruction_loss: 33.6762 - kl_loss: 1.4579e-04


 18/493 [>.............................] - ETA: 11s - loss: 33.7076 - reconstruction_loss: 33.6609 - kl_loss: 1.4557e-04


 20/493 [>.............................] - ETA: 11s - loss: 33.7056 - reconstruction_loss: 33.6792 - kl_loss: 1.4542e-04


 22/493 [>.............................] - ETA: 11s - loss: 33.7040 - reconstruction_loss: 33.7060 - kl_loss: 1.4529e-04


 25/493 [>.............................] - ETA: 11s - loss: 33.7022 - reconstruction_loss: 33.6898 - kl_loss: 1.4510e-04


 28/493 [>.............................] - ETA: 11s - loss: 33.6943 - reconstruction_loss: 33.6079 - kl_loss: 1.4497e-04


 31/493 [>.............................] - ETA: 11s - loss: 33.6843 - reconstruction_loss: 33.5910 - kl_loss: 1.4489e-04


 34/493 [=>............................] - ETA: 11s - loss: 33.6723 - reconstruction_loss: 33.5302 - kl_loss: 1.4482e-04


 36/493 [=>............................] - ETA: 11s - loss: 33.6636 - reconstruction_loss: 33.5160 - kl_loss: 1.4476e-04


 39/493 [=>............................] - ETA: 11s - loss: 33.6536 - reconstruction_loss: 33.5200 - kl_loss: 1.4466e-04


 42/493 [=>............................] - ETA: 11s - loss: 33.6454 - reconstruction_loss: 33.5443 - kl_loss: 1.4452e-04


 45/493 [=>............................] - ETA: 11s - loss: 33.6375 - reconstruction_loss: 33.5316 - kl_loss: 1.4431e-04


 48/493 [=>............................] - ETA: 10s - loss: 33.6310 - reconstruction_loss: 33.5542 - kl_loss: 1.4400e-04


 50/493 [==>...........................] - ETA: 10s - loss: 33.6281 - reconstruction_loss: 33.5587 - kl_loss: 1.4375e-04


 53/493 [==>...........................] - ETA: 10s - loss: 33.6240 - reconstruction_loss: 33.5688 - kl_loss: 1.4335e-04


 55/493 [==>...........................] - ETA: 10s - loss: 33.6219 - reconstruction_loss: 33.5613 - kl_loss: 1.4307e-04


 57/493 [==>...........................] - ETA: 10s - loss: 33.6208 - reconstruction_loss: 33.5940 - kl_loss: 1.4279e-04


 60/493 [==>...........................] - ETA: 10s - loss: 33.6199 - reconstruction_loss: 33.6079 - kl_loss: 1.4239e-04


 63/493 [==>...........................] - ETA: 10s - loss: 33.6191 - reconstruction_loss: 33.5998 - kl_loss: 1.4199e-04


 66/493 [===>..........................] - ETA: 10s - loss: 33.6188 - reconstruction_loss: 33.6082 - kl_loss: 1.4161e-04


 69/493 [===>..........................] - ETA: 10s - loss: 33.6177 - reconstruction_loss: 33.5882 - kl_loss: 1.4122e-04


 72/493 [===>..........................] - ETA: 10s - loss: 33.6157 - reconstruction_loss: 33.5730 - kl_loss: 1.4080e-04


 75/493 [===>..........................] - ETA: 10s - loss: 33.6143 - reconstruction_loss: 33.5814 - kl_loss: 1.4039e-04


 78/493 [===>..........................] - ETA: 10s - loss: 33.6127 - reconstruction_loss: 33.5713 - kl_loss: 1.4002e-04


 80/493 [===>..........................] - ETA: 10s - loss: 33.6116 - reconstruction_loss: 33.5694 - kl_loss: 1.3979e-04


 83/493 [====>.........................] - ETA: 10s - loss: 33.6106 - reconstruction_loss: 33.5961 - kl_loss: 1.3943e-04


 86/493 [====>.........................] - ETA: 9s - loss: 33.6101 - reconstruction_loss: 33.5996 - kl_loss: 1.3907e-04 


 88/493 [====>.........................] - ETA: 9s - loss: 33.6104 - reconstruction_loss: 33.6295 - kl_loss: 1.3882e-04


 91/493 [====>.........................] - ETA: 9s - loss: 33.6106 - reconstruction_loss: 33.6152 - kl_loss: 1.3845e-04


 94/493 [====>.........................] - ETA: 9s - loss: 33.6106 - reconstruction_loss: 33.6078 - kl_loss: 1.3806e-04


 97/493 [====>.........................] - ETA: 9s - loss: 33.6105 - reconstruction_loss: 33.6133 - kl_loss: 1.3764e-04


100/493 [=====>........................] - ETA: 9s - loss: 33.6105 - reconstruction_loss: 33.6057 - kl_loss: 1.3720e-04


102/493 [=====>........................] - ETA: 9s - loss: 33.6104 - reconstruction_loss: 33.5996 - kl_loss: 1.3691e-04


104/493 [=====>........................] - ETA: 9s - loss: 33.6103 - reconstruction_loss: 33.6069 - kl_loss: 1.3661e-04


107/493 [=====>........................] - ETA: 9s - loss: 33.6099 - reconstruction_loss: 33.6013 - kl_loss: 1.3615e-04


110/493 [=====>........................] - ETA: 9s - loss: 33.6098 - reconstruction_loss: 33.6064 - kl_loss: 1.3571e-04


113/493 [=====>........................] - ETA: 9s - loss: 33.6096 - reconstruction_loss: 33.5935 - kl_loss: 1.3528e-04


116/493 [======>.......................] - ETA: 9s - loss: 33.6090 - reconstruction_loss: 33.5801 - kl_loss: 1.3485e-04


118/493 [======>.......................] - ETA: 9s - loss: 33.6084 - reconstruction_loss: 33.5650 - kl_loss: 1.3455e-04


121/493 [======>.......................] - ETA: 9s - loss: 33.6074 - reconstruction_loss: 33.5799 - kl_loss: 1.3410e-04


123/493 [======>.......................] - ETA: 9s - loss: 33.6070 - reconstruction_loss: 33.5773 - kl_loss: 1.3382e-04


126/493 [======>.......................] - ETA: 9s - loss: 33.6064 - reconstruction_loss: 33.5870 - kl_loss: 1.3341e-04


128/493 [======>.......................] - ETA: 8s - loss: 33.6062 - reconstruction_loss: 33.5963 - kl_loss: 1.3314e-04


131/493 [======>.......................] - ETA: 8s - loss: 33.6061 - reconstruction_loss: 33.6004 - kl_loss: 1.3275e-04


134/493 [=======>......................] - ETA: 8s - loss: 33.6058 - reconstruction_loss: 33.5873 - kl_loss: 1.3237e-04


136/493 [=======>......................] - ETA: 8s - loss: 33.6055 - reconstruction_loss: 33.5840 - kl_loss: 1.3213e-04


138/493 [=======>......................] - ETA: 8s - loss: 33.6050 - reconstruction_loss: 33.5746 - kl_loss: 1.3188e-04


140/493 [=======>......................] - ETA: 8s - loss: 33.6045 - reconstruction_loss: 33.5665 - kl_loss: 1.3165e-04


143/493 [=======>......................] - ETA: 8s - loss: 33.6037 - reconstruction_loss: 33.5627 - kl_loss: 1.3132e-04


145/493 [=======>......................] - ETA: 8s - loss: 33.6030 - reconstruction_loss: 33.5532 - kl_loss: 1.3112e-04


148/493 [========>.....................] - ETA: 8s - loss: 33.6020 - reconstruction_loss: 33.5604 - kl_loss: 1.3084e-04


151/493 [========>.....................] - ETA: 8s - loss: 33.6013 - reconstruction_loss: 33.5723 - kl_loss: 1.3056e-04


154/493 [========>.....................] - ETA: 8s - loss: 33.6009 - reconstruction_loss: 33.5815 - kl_loss: 1.3027e-04


157/493 [========>.....................] - ETA: 8s - loss: 33.6007 - reconstruction_loss: 33.5920 - kl_loss: 1.2996e-04


160/493 [========>.....................] - ETA: 8s - loss: 33.6005 - reconstruction_loss: 33.5850 - kl_loss: 1.2964e-04


163/493 [========>.....................] - ETA: 8s - loss: 33.6001 - reconstruction_loss: 33.5771 - kl_loss: 1.2931e-04


166/493 [=========>....................] - ETA: 8s - loss: 33.5997 - reconstruction_loss: 33.5783 - kl_loss: 1.2899e-04


169/493 [=========>....................] - ETA: 7s - loss: 33.5993 - reconstruction_loss: 33.5813 - kl_loss: 1.2869e-04


171/493 [=========>....................] - ETA: 7s - loss: 33.5992 - reconstruction_loss: 33.5866 - kl_loss: 1.2849e-04


173/493 [=========>....................] - ETA: 7s - loss: 33.5990 - reconstruction_loss: 33.5875 - kl_loss: 1.2831e-04


176/493 [=========>....................] - ETA: 7s - loss: 33.5988 - reconstruction_loss: 33.5873 - kl_loss: 1.2803e-04


179/493 [=========>....................] - ETA: 7s - loss: 33.5985 - reconstruction_loss: 33.5767 - kl_loss: 1.2775e-04


182/493 [==========>...................] - ETA: 7s - loss: 33.5982 - reconstruction_loss: 33.5748 - kl_loss: 1.2745e-04


185/493 [==========>...................] - ETA: 7s - loss: 33.5979 - reconstruction_loss: 33.5783 - kl_loss: 1.2717e-04


188/493 [==========>...................] - ETA: 7s - loss: 33.5977 - reconstruction_loss: 33.5831 - kl_loss: 1.2688e-04


191/493 [==========>...................] - ETA: 7s - loss: 33.5974 - reconstruction_loss: 33.5771 - kl_loss: 1.2659e-04


194/493 [==========>...................] - ETA: 7s - loss: 33.5971 - reconstruction_loss: 33.5791 - kl_loss: 1.2628e-04


197/493 [==========>...................] - ETA: 7s - loss: 33.5969 - reconstruction_loss: 33.5901 - kl_loss: 1.2596e-04


200/493 [===========>..................] - ETA: 7s - loss: 33.5968 - reconstruction_loss: 33.5847 - kl_loss: 1.2565e-04


203/493 [===========>..................] - ETA: 7s - loss: 33.5965 - reconstruction_loss: 33.5770 - kl_loss: 1.2534e-04


206/493 [===========>..................] - ETA: 7s - loss: 33.5963 - reconstruction_loss: 33.5817 - kl_loss: 1.2504e-04


209/493 [===========>..................] - ETA: 6s - loss: 33.5961 - reconstruction_loss: 33.5866 - kl_loss: 1.2474e-04


212/493 [===========>..................] - ETA: 6s - loss: 33.5960 - reconstruction_loss: 33.5871 - kl_loss: 1.2444e-04


215/493 [============>.................] - ETA: 6s - loss: 33.5959 - reconstruction_loss: 33.5899 - kl_loss: 1.2416e-04


218/493 [============>.................] - ETA: 6s - loss: 33.5959 - reconstruction_loss: 33.5963 - kl_loss: 1.2387e-04


220/493 [============>.................] - ETA: 6s - loss: 33.5958 - reconstruction_loss: 33.5869 - kl_loss: 1.2369e-04


222/493 [============>.................] - ETA: 6s - loss: 33.5957 - reconstruction_loss: 33.5875 - kl_loss: 1.2350e-04


225/493 [============>.................] - ETA: 6s - loss: 33.5957 - reconstruction_loss: 33.5960 - kl_loss: 1.2322e-04


226/493 [============>.................] - ETA: 6s - loss: 33.5957 - reconstruction_loss: 33.5987 - kl_loss: 1.2313e-04


228/493 [============>.................] - ETA: 6s - loss: 33.5957 - reconstruction_loss: 33.5984 - kl_loss: 1.2294e-04


230/493 [============>.................] - ETA: 6s - loss: 33.5957 - reconstruction_loss: 33.5985 - kl_loss: 1.2276e-04


232/493 [=============>................] - ETA: 6s - loss: 33.5958 - reconstruction_loss: 33.6003 - kl_loss: 1.2258e-04


234/493 [=============>................] - ETA: 6s - loss: 33.5959 - reconstruction_loss: 33.6051 - kl_loss: 1.2241e-04


237/493 [=============>................] - ETA: 6s - loss: 33.5959 - reconstruction_loss: 33.6038 - kl_loss: 1.2214e-04


240/493 [=============>................] - ETA: 6s - loss: 33.5960 - reconstruction_loss: 33.6052 - kl_loss: 1.2187e-04


242/493 [=============>................] - ETA: 6s - loss: 33.5961 - reconstruction_loss: 33.6059 - kl_loss: 1.2170e-04


244/493 [=============>................] - ETA: 6s - loss: 33.5962 - reconstruction_loss: 33.6083 - kl_loss: 1.2154e-04


246/493 [=============>................] - ETA: 6s - loss: 33.5963 - reconstruction_loss: 33.6098 - kl_loss: 1.2139e-04


247/493 [==============>...............] - ETA: 6s - loss: 33.5963 - reconstruction_loss: 33.6104 - kl_loss: 1.2131e-04


248/493 [==============>...............] - ETA: 6s - loss: 33.5964 - reconstruction_loss: 33.6134 - kl_loss: 1.2123e-04


249/493 [==============>...............] - ETA: 6s - loss: 33.5965 - reconstruction_loss: 33.6178 - kl_loss: 1.2116e-04


251/493 [==============>...............] - ETA: 6s - loss: 33.5967 - reconstruction_loss: 33.6188 - kl_loss: 1.2102e-04


253/493 [==============>...............] - ETA: 6s - loss: 33.5969 - reconstruction_loss: 33.6225 - kl_loss: 1.2088e-04


255/493 [==============>...............] - ETA: 6s - loss: 33.5971 - reconstruction_loss: 33.6234 - kl_loss: 1.2074e-04


257/493 [==============>...............] - ETA: 6s - loss: 33.5973 - reconstruction_loss: 33.6254 - kl_loss: 1.2061e-04


260/493 [==============>...............] - ETA: 6s - loss: 33.5976 - reconstruction_loss: 33.6162 - kl_loss: 1.2041e-04


263/493 [===============>..............] - ETA: 6s - loss: 33.5978 - reconstruction_loss: 33.6130 - kl_loss: 1.2021e-04


265/493 [===============>..............] - ETA: 6s - loss: 33.5979 - reconstruction_loss: 33.6128 - kl_loss: 1.2008e-04


267/493 [===============>..............] - ETA: 6s - loss: 33.5980 - reconstruction_loss: 33.6092 - kl_loss: 1.1995e-04


269/493 [===============>..............] - ETA: 6s - loss: 33.5981 - reconstruction_loss: 33.6102 - kl_loss: 1.1982e-04


271/493 [===============>..............] - ETA: 5s - loss: 33.5981 - reconstruction_loss: 33.6078 - kl_loss: 1.1969e-04


273/493 [===============>..............] - ETA: 5s - loss: 33.5982 - reconstruction_loss: 33.6105 - kl_loss: 1.1956e-04


275/493 [===============>..............] - ETA: 5s - loss: 33.5983 - reconstruction_loss: 33.6145 - kl_loss: 1.1943e-04


278/493 [===============>..............] - ETA: 5s - loss: 33.5985 - reconstruction_loss: 33.6196 - kl_loss: 1.1922e-04


280/493 [================>.............] - ETA: 5s - loss: 33.5987 - reconstruction_loss: 33.6252 - kl_loss: 1.1908e-04


283/493 [================>.............] - ETA: 5s - loss: 33.5990 - reconstruction_loss: 33.6282 - kl_loss: 1.1887e-04


285/493 [================>.............] - ETA: 5s - loss: 33.5992 - reconstruction_loss: 33.6238 - kl_loss: 1.1873e-04


288/493 [================>.............] - ETA: 5s - loss: 33.5995 - reconstruction_loss: 33.6242 - kl_loss: 1.1852e-04


290/493 [================>.............] - ETA: 5s - loss: 33.5996 - reconstruction_loss: 33.6240 - kl_loss: 1.1839e-04


292/493 [================>.............] - ETA: 5s - loss: 33.5998 - reconstruction_loss: 33.6241 - kl_loss: 1.1826e-04


295/493 [================>.............] - ETA: 5s - loss: 33.6001 - reconstruction_loss: 33.6282 - kl_loss: 1.1807e-04


298/493 [=================>............] - ETA: 5s - loss: 33.6004 - reconstruction_loss: 33.6286 - kl_loss: 1.1790e-04


301/493 [=================>............] - ETA: 5s - loss: 33.6007 - reconstruction_loss: 33.6314 - kl_loss: 1.1772e-04


304/493 [=================>............] - ETA: 5s - loss: 33.6010 - reconstruction_loss: 33.6310 - kl_loss: 1.1753e-04


307/493 [=================>............] - ETA: 4s - loss: 33.6013 - reconstruction_loss: 33.6345 - kl_loss: 1.1733e-04


310/493 [=================>............] - ETA: 4s - loss: 33.6016 - reconstruction_loss: 33.6366 - kl_loss: 1.1712e-04


313/493 [==================>...........] - ETA: 4s - loss: 33.6020 - reconstruction_loss: 33.6422 - kl_loss: 1.1691e-04


316/493 [==================>...........] - ETA: 4s - loss: 33.6024 - reconstruction_loss: 33.6398 - kl_loss: 1.1670e-04


319/493 [==================>...........] - ETA: 4s - loss: 33.6027 - reconstruction_loss: 33.6392 - kl_loss: 1.1648e-04


322/493 [==================>...........] - ETA: 4s - loss: 33.6031 - reconstruction_loss: 33.6421 - kl_loss: 1.1626e-04


323/493 [==================>...........] - ETA: 4s - loss: 33.6032 - reconstruction_loss: 33.6378 - kl_loss: 1.1618e-04


325/493 [==================>...........] - ETA: 4s - loss: 33.6034 - reconstruction_loss: 33.6383 - kl_loss: 1.1604e-04


327/493 [==================>...........] - ETA: 4s - loss: 33.6036 - reconstruction_loss: 33.6351 - kl_loss: 1.1589e-04


329/493 [===================>..........] - ETA: 4s - loss: 33.6038 - reconstruction_loss: 33.6363 - kl_loss: 1.1575e-04


331/493 [===================>..........] - ETA: 4s - loss: 33.6040 - reconstruction_loss: 33.6357 - kl_loss: 1.1560e-04


333/493 [===================>..........] - ETA: 4s - loss: 33.6042 - reconstruction_loss: 33.6347 - kl_loss: 1.1546e-04


336/493 [===================>..........] - ETA: 4s - loss: 33.6045 - reconstruction_loss: 33.6374 - kl_loss: 1.1524e-04


339/493 [===================>..........] - ETA: 4s - loss: 33.6047 - reconstruction_loss: 33.6319 - kl_loss: 1.1502e-04


342/493 [===================>..........] - ETA: 4s - loss: 33.6050 - reconstruction_loss: 33.6351 - kl_loss: 1.1480e-04


345/493 [===================>..........] - ETA: 3s - loss: 33.6052 - reconstruction_loss: 33.6357 - kl_loss: 1.1457e-04


348/493 [====================>.........] - ETA: 3s - loss: 33.6055 - reconstruction_loss: 33.6369 - kl_loss: 1.1434e-04


350/493 [====================>.........] - ETA: 3s - loss: 33.6057 - reconstruction_loss: 33.6371 - kl_loss: 1.1417e-04


352/493 [====================>.........] - ETA: 3s - loss: 33.6059 - reconstruction_loss: 33.6365 - kl_loss: 1.1401e-04


354/493 [====================>.........] - ETA: 3s - loss: 33.6060 - reconstruction_loss: 33.6366 - kl_loss: 1.1384e-04


357/493 [====================>.........] - ETA: 3s - loss: 33.6063 - reconstruction_loss: 33.6373 - kl_loss: 1.1357e-04


359/493 [====================>.........] - ETA: 3s - loss: 33.6065 - reconstruction_loss: 33.6386 - kl_loss: 1.1340e-04


361/493 [====================>.........] - ETA: 3s - loss: 33.6067 - reconstruction_loss: 33.6404 - kl_loss: 1.1322e-04


364/493 [=====================>........] - ETA: 3s - loss: 33.6070 - reconstruction_loss: 33.6417 - kl_loss: 1.1295e-04


367/493 [=====================>........] - ETA: 3s - loss: 33.6072 - reconstruction_loss: 33.6392 - kl_loss: 1.1268e-04


370/493 [=====================>........] - ETA: 3s - loss: 33.6074 - reconstruction_loss: 33.6349 - kl_loss: 1.1240e-04


373/493 [=====================>........] - ETA: 3s - loss: 33.6077 - reconstruction_loss: 33.6365 - kl_loss: 1.1212e-04


376/493 [=====================>........] - ETA: 3s - loss: 33.6079 - reconstruction_loss: 33.6321 - kl_loss: 1.1184e-04


379/493 [======================>.......] - ETA: 3s - loss: 33.6081 - reconstruction_loss: 33.6280 - kl_loss: 1.1156e-04


382/493 [======================>.......] - ETA: 2s - loss: 33.6082 - reconstruction_loss: 33.6336 - kl_loss: 1.1128e-04


385/493 [======================>.......] - ETA: 2s - loss: 33.6085 - reconstruction_loss: 33.6378 - kl_loss: 1.1100e-04


387/493 [======================>.......] - ETA: 2s - loss: 33.6086 - reconstruction_loss: 33.6352 - kl_loss: 1.1081e-04


389/493 [======================>.......] - ETA: 2s - loss: 33.6087 - reconstruction_loss: 33.6342 - kl_loss: 1.1063e-04


391/493 [======================>.......] - ETA: 2s - loss: 33.6089 - reconstruction_loss: 33.6325 - kl_loss: 1.1044e-04


394/493 [======================>.......] - ETA: 2s - loss: 33.6090 - reconstruction_loss: 33.6314 - kl_loss: 1.1015e-04


397/493 [=======================>......] - ETA: 2s - loss: 33.6092 - reconstruction_loss: 33.6317 - kl_loss: 1.0988e-04


400/493 [=======================>......] - ETA: 2s - loss: 33.6094 - reconstruction_loss: 33.6326 - kl_loss: 1.0960e-04


402/493 [=======================>......] - ETA: 2s - loss: 33.6095 - reconstruction_loss: 33.6349 - kl_loss: 1.0943e-04


405/493 [=======================>......] - ETA: 2s - loss: 33.6097 - reconstruction_loss: 33.6358 - kl_loss: 1.0916e-04


408/493 [=======================>......] - ETA: 2s - loss: 33.6099 - reconstruction_loss: 33.6341 - kl_loss: 1.0891e-04


410/493 [=======================>......] - ETA: 2s - loss: 33.6100 - reconstruction_loss: 33.6325 - kl_loss: 1.0876e-04


412/493 [========================>.....] - ETA: 2s - loss: 33.6101 - reconstruction_loss: 33.6364 - kl_loss: 1.0861e-04


414/493 [========================>.....] - ETA: 2s - loss: 33.6102 - reconstruction_loss: 33.6382 - kl_loss: 1.0847e-04


416/493 [========================>.....] - ETA: 2s - loss: 33.6104 - reconstruction_loss: 33.6375 - kl_loss: 1.0835e-04


419/493 [========================>.....] - ETA: 1s - loss: 33.6106 - reconstruction_loss: 33.6398 - kl_loss: 1.0817e-04


421/493 [========================>.....] - ETA: 1s - loss: 33.6107 - reconstruction_loss: 33.6411 - kl_loss: 1.0806e-04


423/493 [========================>.....] - ETA: 1s - loss: 33.6109 - reconstruction_loss: 33.6439 - kl_loss: 1.0795e-04


425/493 [========================>.....] - ETA: 1s - loss: 33.6110 - reconstruction_loss: 33.6450 - kl_loss: 1.0785e-04


428/493 [=========================>....] - ETA: 1s - loss: 33.6113 - reconstruction_loss: 33.6451 - kl_loss: 1.0770e-04


430/493 [=========================>....] - ETA: 1s - loss: 33.6114 - reconstruction_loss: 33.6467 - kl_loss: 1.0761e-04


432/493 [=========================>....] - ETA: 1s - loss: 33.6116 - reconstruction_loss: 33.6467 - kl_loss: 1.0752e-04


435/493 [=========================>....] - ETA: 1s - loss: 33.6118 - reconstruction_loss: 33.6458 - kl_loss: 1.0739e-04


437/493 [=========================>....] - ETA: 1s - loss: 33.6120 - reconstruction_loss: 33.6448 - kl_loss: 1.0730e-04


440/493 [=========================>....] - ETA: 1s - loss: 33.6122 - reconstruction_loss: 33.6468 - kl_loss: 1.0716e-04


443/493 [=========================>....] - ETA: 1s - loss: 33.6125 - reconstruction_loss: 33.6500 - kl_loss: 1.0703e-04


446/493 [==========================>...] - ETA: 1s - loss: 33.6127 - reconstruction_loss: 33.6491 - kl_loss: 1.0690e-04


447/493 [==========================>...] - ETA: 1s - loss: 33.6128 - reconstruction_loss: 33.6486 - kl_loss: 1.0686e-04


449/493 [==========================>...] - ETA: 1s - loss: 33.6130 - reconstruction_loss: 33.6520 - kl_loss: 1.0676e-04


451/493 [==========================>...] - ETA: 1s - loss: 33.6131 - reconstruction_loss: 33.6513 - kl_loss: 1.0667e-04


453/493 [==========================>...] - ETA: 1s - loss: 33.6133 - reconstruction_loss: 33.6535 - kl_loss: 1.0658e-04


455/493 [==========================>...] - ETA: 1s - loss: 33.6135 - reconstruction_loss: 33.6533 - kl_loss: 1.0650e-04


457/493 [==========================>...] - ETA: 0s - loss: 33.6137 - reconstruction_loss: 33.6534 - kl_loss: 1.0641e-04


459/493 [==========================>...] - ETA: 0s - loss: 33.6138 - reconstruction_loss: 33.6521 - kl_loss: 1.0633e-04


461/493 [===========================>..] - ETA: 0s - loss: 33.6140 - reconstruction_loss: 33.6523 - kl_loss: 1.0625e-04


463/493 [===========================>..] - ETA: 0s - loss: 33.6142 - reconstruction_loss: 33.6512 - kl_loss: 1.0616e-04


466/493 [===========================>..] - ETA: 0s - loss: 33.6144 - reconstruction_loss: 33.6553 - kl_loss: 1.0605e-04


468/493 [===========================>..] - ETA: 0s - loss: 33.6146 - reconstruction_loss: 33.6559 - kl_loss: 1.0597e-04


470/493 [===========================>..] - ETA: 0s - loss: 33.6148 - reconstruction_loss: 33.6582 - kl_loss: 1.0589e-04


472/493 [===========================>..] - ETA: 0s - loss: 33.6149 - reconstruction_loss: 33.6548 - kl_loss: 1.0581e-04


474/493 [===========================>..] - ETA: 0s - loss: 33.6151 - reconstruction_loss: 33.6559 - kl_loss: 1.0573e-04


476/493 [===========================>..] - ETA: 0s - loss: 33.6153 - reconstruction_loss: 33.6531 - kl_loss: 1.0565e-04


478/493 [============================>.] - ETA: 0s - loss: 33.6154 - reconstruction_loss: 33.6542 - kl_loss: 1.0557e-04


481/493 [============================>.] - ETA: 0s - loss: 33.6157 - reconstruction_loss: 33.6505 - kl_loss: 1.0544e-04


484/493 [============================>.] - ETA: 0s - loss: 33.6159 - reconstruction_loss: 33.6488 - kl_loss: 1.0532e-04


487/493 [============================>.] - ETA: 0s - loss: 33.6161 - reconstruction_loss: 33.6520 - kl_loss: 1.0520e-04


490/493 [============================>.] - ETA: 0s - loss: 33.6163 - reconstruction_loss: 33.6499 - kl_loss: 1.0508e-04


493/493 [==============================] - ETA: 0s - loss: 33.6164 - reconstruction_loss: 33.5939 - kl_loss: 1.0495e-04


493/493 [==============================] - 13s 27ms/step - loss: 33.6163 - reconstruction_loss: 33.5939 - kl_loss: 1.0495e-04

Epoch 5/30

  1/493 [..............................] - ETA: 11s - loss: 34.0290 - reconstruction_loss: 34.0289 - kl_loss: 8.2821e-05


  4/493 [..............................] - ETA: 11s - loss: 33.6079 - reconstruction_loss: 33.5114 - kl_loss: 8.2038e-05


  7/493 [..............................] - ETA: 11s - loss: 33.5330 - reconstruction_loss: 33.6857 - kl_loss: 8.1492e-05


  9/493 [..............................] - ETA: 11s - loss: 33.5876 - reconstruction_loss: 33.8589 - kl_loss: 8.1417e-05


 11/493 [..............................] - ETA: 11s - loss: 33.6312 - reconstruction_loss: 33.8519 - kl_loss: 8.1558e-05


 14/493 [..............................] - ETA: 11s - loss: 33.6762 - reconstruction_loss: 33.8900 - kl_loss: 8.1778e-05


 17/493 [>.............................] - ETA: 11s - loss: 33.7072 - reconstruction_loss: 33.8463 - kl_loss: 8.1769e-05


 20/493 [>.............................] - ETA: 11s - loss: 33.7222 - reconstruction_loss: 33.7702 - kl_loss: 8.1478e-05


 23/493 [>.............................] - ETA: 11s - loss: 33.7309 - reconstruction_loss: 33.8353 - kl_loss: 8.0895e-05


 26/493 [>.............................] - ETA: 11s - loss: 33.7424 - reconstruction_loss: 33.8035 - kl_loss: 8.0204e-05


 29/493 [>.............................] - ETA: 11s - loss: 33.7421 - reconstruction_loss: 33.7236 - kl_loss: 7.9574e-05


 32/493 [>.............................] - ETA: 11s - loss: 33.7397 - reconstruction_loss: 33.7179 - kl_loss: 7.9042e-05


 35/493 [=>............................] - ETA: 10s - loss: 33.7354 - reconstruction_loss: 33.6709 - kl_loss: 7.8629e-05


 37/493 [=>............................] - ETA: 10s - loss: 33.7307 - reconstruction_loss: 33.6372 - kl_loss: 7.8421e-05


 40/493 [=>............................] - ETA: 10s - loss: 33.7243 - reconstruction_loss: 33.6572 - kl_loss: 7.8173e-05


 43/493 [=>............................] - ETA: 10s - loss: 33.7176 - reconstruction_loss: 33.6139 - kl_loss: 7.7943e-05


 46/493 [=>............................] - ETA: 10s - loss: 33.7122 - reconstruction_loss: 33.6437 - kl_loss: 7.7696e-05


 48/493 [=>............................] - ETA: 10s - loss: 33.7083 - reconstruction_loss: 33.6041 - kl_loss: 7.7545e-05


 50/493 [==>...........................] - ETA: 10s - loss: 33.7054 - reconstruction_loss: 33.6526 - kl_loss: 7.7390e-05


 53/493 [==>...........................] - ETA: 10s - loss: 33.7023 - reconstruction_loss: 33.6442 - kl_loss: 7.7191e-05


 56/493 [==>...........................] - ETA: 10s - loss: 33.6991 - reconstruction_loss: 33.6371 - kl_loss: 7.7030e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.6959 - reconstruction_loss: 33.6185 - kl_loss: 7.6893e-05


 62/493 [==>...........................] - ETA: 10s - loss: 33.6927 - reconstruction_loss: 33.6376 - kl_loss: 7.6753e-05


 65/493 [==>...........................] - ETA: 10s - loss: 33.6903 - reconstruction_loss: 33.6425 - kl_loss: 7.6618e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.6880 - reconstruction_loss: 33.6293 - kl_loss: 7.6474e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.6846 - reconstruction_loss: 33.5931 - kl_loss: 7.6331e-05


 74/493 [===>..........................] - ETA: 9s - loss: 33.6817 - reconstruction_loss: 33.6148 - kl_loss: 7.6200e-05 


 77/493 [===>..........................] - ETA: 9s - loss: 33.6799 - reconstruction_loss: 33.6436 - kl_loss: 7.6110e-05


 80/493 [===>..........................] - ETA: 9s - loss: 33.6784 - reconstruction_loss: 33.6368 - kl_loss: 7.6032e-05


 83/493 [====>.........................] - ETA: 9s - loss: 33.6768 - reconstruction_loss: 33.6230 - kl_loss: 7.5946e-05


 86/493 [====>.........................] - ETA: 9s - loss: 33.6747 - reconstruction_loss: 33.6188 - kl_loss: 7.5833e-05


 89/493 [====>.........................] - ETA: 9s - loss: 33.6725 - reconstruction_loss: 33.6066 - kl_loss: 7.5706e-05


 92/493 [====>.........................] - ETA: 9s - loss: 33.6707 - reconstruction_loss: 33.6169 - kl_loss: 7.5587e-05


 95/493 [====>.........................] - ETA: 9s - loss: 33.6688 - reconstruction_loss: 33.6080 - kl_loss: 7.5485e-05


 98/493 [====>.........................] - ETA: 9s - loss: 33.6671 - reconstruction_loss: 33.6127 - kl_loss: 7.5391e-05


101/493 [=====>........................] - ETA: 9s - loss: 33.6654 - reconstruction_loss: 33.6060 - kl_loss: 7.5310e-05


104/493 [=====>........................] - ETA: 9s - loss: 33.6635 - reconstruction_loss: 33.5964 - kl_loss: 7.5242e-05


107/493 [=====>........................] - ETA: 9s - loss: 33.6619 - reconstruction_loss: 33.6043 - kl_loss: 7.5202e-05


110/493 [=====>........................] - ETA: 9s - loss: 33.6602 - reconstruction_loss: 33.6048 - kl_loss: 7.5218e-05


113/493 [=====>........................] - ETA: 9s - loss: 33.6590 - reconstruction_loss: 33.6132 - kl_loss: 7.5289e-05


116/493 [======>.......................] - ETA: 8s - loss: 33.6582 - reconstruction_loss: 33.6283 - kl_loss: 7.5394e-05


119/493 [======>.......................] - ETA: 8s - loss: 33.6572 - reconstruction_loss: 33.6183 - kl_loss: 7.5506e-05


122/493 [======>.......................] - ETA: 8s - loss: 33.6564 - reconstruction_loss: 33.6325 - kl_loss: 7.5613e-05


125/493 [======>.......................] - ETA: 8s - loss: 33.6558 - reconstruction_loss: 33.6293 - kl_loss: 7.5727e-05


127/493 [======>.......................] - ETA: 8s - loss: 33.6553 - reconstruction_loss: 33.6197 - kl_loss: 7.5803e-05


129/493 [======>.......................] - ETA: 8s - loss: 33.6547 - reconstruction_loss: 33.6174 - kl_loss: 7.5876e-05


131/493 [======>.......................] - ETA: 8s - loss: 33.6543 - reconstruction_loss: 33.6312 - kl_loss: 7.5940e-05


133/493 [=======>......................] - ETA: 8s - loss: 33.6540 - reconstruction_loss: 33.6355 - kl_loss: 7.6004e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.6535 - reconstruction_loss: 33.6218 - kl_loss: 7.6075e-05


137/493 [=======>......................] - ETA: 8s - loss: 33.6531 - reconstruction_loss: 33.6316 - kl_loss: 7.6146e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.6528 - reconstruction_loss: 33.6421 - kl_loss: 7.6252e-05


143/493 [=======>......................] - ETA: 8s - loss: 33.6525 - reconstruction_loss: 33.6446 - kl_loss: 7.6371e-05


146/493 [=======>......................] - ETA: 8s - loss: 33.6523 - reconstruction_loss: 33.6410 - kl_loss: 7.6500e-05


149/493 [========>.....................] - ETA: 8s - loss: 33.6520 - reconstruction_loss: 33.6329 - kl_loss: 7.6618e-05


151/493 [========>.....................] - ETA: 8s - loss: 33.6518 - reconstruction_loss: 33.6328 - kl_loss: 7.6683e-05


153/493 [========>.....................] - ETA: 8s - loss: 33.6515 - reconstruction_loss: 33.6303 - kl_loss: 7.6740e-05


155/493 [========>.....................] - ETA: 8s - loss: 33.6512 - reconstruction_loss: 33.6274 - kl_loss: 7.6794e-05


158/493 [========>.....................] - ETA: 8s - loss: 33.6508 - reconstruction_loss: 33.6321 - kl_loss: 7.6873e-05


161/493 [========>.....................] - ETA: 8s - loss: 33.6505 - reconstruction_loss: 33.6348 - kl_loss: 7.6960e-05


164/493 [========>.....................] - ETA: 8s - loss: 33.6502 - reconstruction_loss: 33.6321 - kl_loss: 7.7065e-05


167/493 [=========>....................] - ETA: 8s - loss: 33.6499 - reconstruction_loss: 33.6397 - kl_loss: 7.7180e-05


170/493 [=========>....................] - ETA: 7s - loss: 33.6499 - reconstruction_loss: 33.6435 - kl_loss: 7.7304e-05


173/493 [=========>....................] - ETA: 7s - loss: 33.6499 - reconstruction_loss: 33.6596 - kl_loss: 7.7437e-05


176/493 [=========>....................] - ETA: 7s - loss: 33.6500 - reconstruction_loss: 33.6552 - kl_loss: 7.7598e-05


178/493 [=========>....................] - ETA: 7s - loss: 33.6501 - reconstruction_loss: 33.6567 - kl_loss: 7.7721e-05


181/493 [==========>...................] - ETA: 7s - loss: 33.6503 - reconstruction_loss: 33.6602 - kl_loss: 7.7919e-05


184/493 [==========>...................] - ETA: 7s - loss: 33.6505 - reconstruction_loss: 33.6651 - kl_loss: 7.8113e-05


187/493 [==========>...................] - ETA: 7s - loss: 33.6507 - reconstruction_loss: 33.6568 - kl_loss: 7.8275e-05


189/493 [==========>...................] - ETA: 7s - loss: 33.6507 - reconstruction_loss: 33.6546 - kl_loss: 7.8362e-05


192/493 [==========>...................] - ETA: 7s - loss: 33.6508 - reconstruction_loss: 33.6545 - kl_loss: 7.8470e-05


195/493 [==========>...................] - ETA: 7s - loss: 33.6507 - reconstruction_loss: 33.6431 - kl_loss: 7.8559e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.6506 - reconstruction_loss: 33.6461 - kl_loss: 7.8630e-05


201/493 [===========>..................] - ETA: 7s - loss: 33.6507 - reconstruction_loss: 33.6545 - kl_loss: 7.8680e-05


204/493 [===========>..................] - ETA: 7s - loss: 33.6507 - reconstruction_loss: 33.6550 - kl_loss: 7.8709e-05


207/493 [===========>..................] - ETA: 6s - loss: 33.6508 - reconstruction_loss: 33.6557 - kl_loss: 7.8719e-05


210/493 [===========>..................] - ETA: 6s - loss: 33.6509 - reconstruction_loss: 33.6516 - kl_loss: 7.8718e-05


213/493 [===========>..................] - ETA: 6s - loss: 33.6508 - reconstruction_loss: 33.6516 - kl_loss: 7.8704e-05


216/493 [============>.................] - ETA: 6s - loss: 33.6508 - reconstruction_loss: 33.6441 - kl_loss: 7.8685e-05


219/493 [============>.................] - ETA: 6s - loss: 33.6507 - reconstruction_loss: 33.6463 - kl_loss: 7.8663e-05


222/493 [============>.................] - ETA: 6s - loss: 33.6506 - reconstruction_loss: 33.6389 - kl_loss: 7.8645e-05


225/493 [============>.................] - ETA: 6s - loss: 33.6504 - reconstruction_loss: 33.6393 - kl_loss: 7.8621e-05


228/493 [============>.................] - ETA: 6s - loss: 33.6504 - reconstruction_loss: 33.6440 - kl_loss: 7.8587e-05


230/493 [============>.................] - ETA: 6s - loss: 33.6503 - reconstruction_loss: 33.6408 - kl_loss: 7.8567e-05


233/493 [=============>................] - ETA: 6s - loss: 33.6501 - reconstruction_loss: 33.6360 - kl_loss: 7.8545e-05


236/493 [=============>................] - ETA: 6s - loss: 33.6499 - reconstruction_loss: 33.6359 - kl_loss: 7.8534e-05


239/493 [=============>................] - ETA: 6s - loss: 33.6497 - reconstruction_loss: 33.6343 - kl_loss: 7.8529e-05


242/493 [=============>................] - ETA: 6s - loss: 33.6495 - reconstruction_loss: 33.6285 - kl_loss: 7.8529e-05


245/493 [=============>................] - ETA: 6s - loss: 33.6492 - reconstruction_loss: 33.6254 - kl_loss: 7.8543e-05


248/493 [==============>...............] - ETA: 5s - loss: 33.6489 - reconstruction_loss: 33.6287 - kl_loss: 7.8568e-05


251/493 [==============>...............] - ETA: 5s - loss: 33.6487 - reconstruction_loss: 33.6277 - kl_loss: 7.8607e-05


254/493 [==============>...............] - ETA: 5s - loss: 33.6484 - reconstruction_loss: 33.6328 - kl_loss: 7.8655e-05


257/493 [==============>...............] - ETA: 5s - loss: 33.6482 - reconstruction_loss: 33.6292 - kl_loss: 7.8720e-05


260/493 [==============>...............] - ETA: 5s - loss: 33.6479 - reconstruction_loss: 33.6216 - kl_loss: 7.8799e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.6477 - reconstruction_loss: 33.6249 - kl_loss: 7.8883e-05


266/493 [===============>..............] - ETA: 5s - loss: 33.6474 - reconstruction_loss: 33.6265 - kl_loss: 7.8981e-05


269/493 [===============>..............] - ETA: 5s - loss: 33.6471 - reconstruction_loss: 33.6237 - kl_loss: 7.9090e-05


272/493 [===============>..............] - ETA: 5s - loss: 33.6469 - reconstruction_loss: 33.6280 - kl_loss: 7.9201e-05


275/493 [===============>..............] - ETA: 5s - loss: 33.6467 - reconstruction_loss: 33.6265 - kl_loss: 7.9306e-05


278/493 [===============>..............] - ETA: 5s - loss: 33.6465 - reconstruction_loss: 33.6255 - kl_loss: 7.9403e-05


281/493 [================>.............] - ETA: 5s - loss: 33.6463 - reconstruction_loss: 33.6268 - kl_loss: 7.9496e-05


284/493 [================>.............] - ETA: 5s - loss: 33.6461 - reconstruction_loss: 33.6274 - kl_loss: 7.9600e-05


287/493 [================>.............] - ETA: 5s - loss: 33.6460 - reconstruction_loss: 33.6303 - kl_loss: 7.9711e-05


290/493 [================>.............] - ETA: 4s - loss: 33.6458 - reconstruction_loss: 33.6291 - kl_loss: 7.9826e-05


293/493 [================>.............] - ETA: 4s - loss: 33.6456 - reconstruction_loss: 33.6245 - kl_loss: 7.9946e-05


296/493 [=================>............] - ETA: 4s - loss: 33.6453 - reconstruction_loss: 33.6236 - kl_loss: 8.0069e-05


299/493 [=================>............] - ETA: 4s - loss: 33.6451 - reconstruction_loss: 33.6177 - kl_loss: 8.0192e-05


302/493 [=================>............] - ETA: 4s - loss: 33.6448 - reconstruction_loss: 33.6127 - kl_loss: 8.0305e-05


305/493 [=================>............] - ETA: 4s - loss: 33.6445 - reconstruction_loss: 33.6151 - kl_loss: 8.0405e-05


308/493 [=================>............] - ETA: 4s - loss: 33.6442 - reconstruction_loss: 33.6191 - kl_loss: 8.0501e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6440 - reconstruction_loss: 33.6230 - kl_loss: 8.0595e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.6438 - reconstruction_loss: 33.6247 - kl_loss: 8.0675e-05


317/493 [==================>...........] - ETA: 4s - loss: 33.6436 - reconstruction_loss: 33.6230 - kl_loss: 8.0746e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.6434 - reconstruction_loss: 33.6242 - kl_loss: 8.0808e-05


323/493 [==================>...........] - ETA: 4s - loss: 33.6432 - reconstruction_loss: 33.6252 - kl_loss: 8.0864e-05


326/493 [==================>...........] - ETA: 4s - loss: 33.6431 - reconstruction_loss: 33.6256 - kl_loss: 8.0917e-05


329/493 [===================>..........] - ETA: 3s - loss: 33.6429 - reconstruction_loss: 33.6249 - kl_loss: 8.0956e-05


332/493 [===================>..........] - ETA: 3s - loss: 33.6427 - reconstruction_loss: 33.6243 - kl_loss: 8.0977e-05


335/493 [===================>..........] - ETA: 3s - loss: 33.6426 - reconstruction_loss: 33.6279 - kl_loss: 8.0982e-05


338/493 [===================>..........] - ETA: 3s - loss: 33.6425 - reconstruction_loss: 33.6265 - kl_loss: 8.0978e-05


341/493 [===================>..........] - ETA: 3s - loss: 33.6423 - reconstruction_loss: 33.6232 - kl_loss: 8.0965e-05


344/493 [===================>..........] - ETA: 3s - loss: 33.6422 - reconstruction_loss: 33.6295 - kl_loss: 8.0944e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.6421 - reconstruction_loss: 33.6375 - kl_loss: 8.0921e-05


350/493 [====================>.........] - ETA: 3s - loss: 33.6420 - reconstruction_loss: 33.6358 - kl_loss: 8.0898e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6420 - reconstruction_loss: 33.6332 - kl_loss: 8.0869e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.6419 - reconstruction_loss: 33.6390 - kl_loss: 8.0830e-05


359/493 [====================>.........] - ETA: 3s - loss: 33.6419 - reconstruction_loss: 33.6400 - kl_loss: 8.0782e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.6419 - reconstruction_loss: 33.6406 - kl_loss: 8.0722e-05


365/493 [=====================>........] - ETA: 3s - loss: 33.6419 - reconstruction_loss: 33.6368 - kl_loss: 8.0648e-05


368/493 [=====================>........] - ETA: 3s - loss: 33.6419 - reconstruction_loss: 33.6389 - kl_loss: 8.0561e-05


371/493 [=====================>........] - ETA: 2s - loss: 33.6418 - reconstruction_loss: 33.6432 - kl_loss: 8.0468e-05


374/493 [=====================>........] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6459 - kl_loss: 8.0374e-05


377/493 [=====================>........] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6417 - kl_loss: 8.0285e-05


380/493 [======================>.......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6438 - kl_loss: 8.0198e-05


382/493 [======================>.......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6442 - kl_loss: 8.0142e-05


385/493 [======================>.......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6421 - kl_loss: 8.0060e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6418 - kl_loss: 7.9984e-05


390/493 [======================>.......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6416 - kl_loss: 7.9935e-05


393/493 [======================>.......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6415 - kl_loss: 7.9864e-05


396/493 [=======================>......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6433 - kl_loss: 7.9795e-05


399/493 [=======================>......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6421 - kl_loss: 7.9728e-05


402/493 [=======================>......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6423 - kl_loss: 7.9656e-05


405/493 [=======================>......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6422 - kl_loss: 7.9582e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6419 - reconstruction_loss: 33.6447 - kl_loss: 7.9506e-05


411/493 [========================>.....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6483 - kl_loss: 7.9431e-05


414/493 [========================>.....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6412 - kl_loss: 7.9358e-05


416/493 [========================>.....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6444 - kl_loss: 7.9307e-05


419/493 [========================>.....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6437 - kl_loss: 7.9227e-05


422/493 [========================>.....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6410 - kl_loss: 7.9150e-05


424/493 [========================>.....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6419 - kl_loss: 7.9098e-05


427/493 [========================>.....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6460 - kl_loss: 7.9023e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6443 - kl_loss: 7.8976e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6400 - kl_loss: 7.8928e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6390 - kl_loss: 7.8880e-05


436/493 [=========================>....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6412 - kl_loss: 7.8810e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6388 - kl_loss: 7.8765e-05


440/493 [=========================>....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6383 - kl_loss: 7.8720e-05


442/493 [=========================>....] - ETA: 1s - loss: 33.6420 - reconstruction_loss: 33.6381 - kl_loss: 7.8675e-05


445/493 [==========================>...] - ETA: 1s - loss: 33.6419 - reconstruction_loss: 33.6376 - kl_loss: 7.8606e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.6419 - reconstruction_loss: 33.6373 - kl_loss: 7.8537e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6419 - reconstruction_loss: 33.6391 - kl_loss: 7.8491e-05


453/493 [==========================>...] - ETA: 0s - loss: 33.6419 - reconstruction_loss: 33.6430 - kl_loss: 7.8427e-05


455/493 [==========================>...] - ETA: 0s - loss: 33.6419 - reconstruction_loss: 33.6448 - kl_loss: 7.8386e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.6419 - reconstruction_loss: 33.6433 - kl_loss: 7.8348e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.6419 - reconstruction_loss: 33.6453 - kl_loss: 7.8312e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6419 - reconstruction_loss: 33.6419 - kl_loss: 7.8264e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6419 - reconstruction_loss: 33.6409 - kl_loss: 7.8217e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6419 - reconstruction_loss: 33.6431 - kl_loss: 7.8167e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6419 - reconstruction_loss: 33.6426 - kl_loss: 7.8110e-05


473/493 [===========================>..] - ETA: 0s - loss: 33.6419 - reconstruction_loss: 33.6460 - kl_loss: 7.8068e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6420 - reconstruction_loss: 33.6458 - kl_loss: 7.7998e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6420 - reconstruction_loss: 33.6466 - kl_loss: 7.7925e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6420 - reconstruction_loss: 33.6471 - kl_loss: 7.7849e-05


485/493 [============================>.] - ETA: 0s - loss: 33.6421 - reconstruction_loss: 33.6460 - kl_loss: 7.7771e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6421 - reconstruction_loss: 33.6455 - kl_loss: 7.7688e-05


491/493 [============================>.] - ETA: 0s - loss: 33.6421 - reconstruction_loss: 33.6459 - kl_loss: 7.7600e-05


493/493 [==============================] - 12s 24ms/step - loss: 33.6419 - reconstruction_loss: 33.5932 - kl_loss: 7.7540e-05

Epoch 6/30

  1/493 [..............................] - ETA: 11s - loss: 32.9275 - reconstruction_loss: 32.9275 - kl_loss: 6.2704e-05


  3/493 [..............................] - ETA: 17s - loss: 33.2411 - reconstruction_loss: 33.5945 - kl_loss: 6.2625e-05


  6/493 [..............................] - ETA: 14s - loss: 33.3851 - reconstruction_loss: 33.4897 - kl_loss: 6.2679e-05


  9/493 [..............................] - ETA: 13s - loss: 33.4420 - reconstruction_loss: 33.5490 - kl_loss: 6.2704e-05


 12/493 [..............................] - ETA: 12s - loss: 33.4472 - reconstruction_loss: 33.4810 - kl_loss: 6.2694e-05


 15/493 [..............................] - ETA: 12s - loss: 33.4570 - reconstruction_loss: 33.5104 - kl_loss: 6.2712e-05


 17/493 [>.............................] - ETA: 12s - loss: 33.4581 - reconstruction_loss: 33.4546 - kl_loss: 6.2797e-05


 20/493 [>.............................] - ETA: 11s - loss: 33.4686 - reconstruction_loss: 33.5312 - kl_loss: 6.2890e-05


 23/493 [>.............................] - ETA: 11s - loss: 33.4801 - reconstruction_loss: 33.5928 - kl_loss: 6.2876e-05


 26/493 [>.............................] - ETA: 11s - loss: 33.4912 - reconstruction_loss: 33.5512 - kl_loss: 6.2745e-05


 29/493 [>.............................] - ETA: 11s - loss: 33.4957 - reconstruction_loss: 33.5619 - kl_loss: 6.2561e-05


 32/493 [>.............................] - ETA: 11s - loss: 33.5056 - reconstruction_loss: 33.6301 - kl_loss: 6.2366e-05


 35/493 [=>............................] - ETA: 11s - loss: 33.5155 - reconstruction_loss: 33.6045 - kl_loss: 6.2186e-05


 38/493 [=>............................] - ETA: 11s - loss: 33.5254 - reconstruction_loss: 33.6546 - kl_loss: 6.1982e-05


 41/493 [=>............................] - ETA: 11s - loss: 33.5336 - reconstruction_loss: 33.6208 - kl_loss: 6.1732e-05


 44/493 [=>............................] - ETA: 11s - loss: 33.5390 - reconstruction_loss: 33.6257 - kl_loss: 6.1414e-05


 47/493 [=>............................] - ETA: 10s - loss: 33.5440 - reconstruction_loss: 33.6259 - kl_loss: 6.1112e-05


 50/493 [==>...........................] - ETA: 10s - loss: 33.5474 - reconstruction_loss: 33.5931 - kl_loss: 6.0877e-05


 53/493 [==>...........................] - ETA: 10s - loss: 33.5513 - reconstruction_loss: 33.6301 - kl_loss: 6.0684e-05


 56/493 [==>...........................] - ETA: 10s - loss: 33.5553 - reconstruction_loss: 33.6208 - kl_loss: 6.0489e-05


 58/493 [==>...........................] - ETA: 10s - loss: 33.5575 - reconstruction_loss: 33.6153 - kl_loss: 6.0344e-05


 61/493 [==>...........................] - ETA: 10s - loss: 33.5590 - reconstruction_loss: 33.5853 - kl_loss: 6.0117e-05


 63/493 [==>...........................] - ETA: 10s - loss: 33.5600 - reconstruction_loss: 33.5903 - kl_loss: 5.9967e-05


 65/493 [==>...........................] - ETA: 10s - loss: 33.5612 - reconstruction_loss: 33.5988 - kl_loss: 5.9827e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.5630 - reconstruction_loss: 33.6018 - kl_loss: 5.9645e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.5643 - reconstruction_loss: 33.6002 - kl_loss: 5.9476e-05


 73/493 [===>..........................] - ETA: 10s - loss: 33.5658 - reconstruction_loss: 33.6196 - kl_loss: 5.9351e-05


 75/493 [===>..........................] - ETA: 10s - loss: 33.5671 - reconstruction_loss: 33.6141 - kl_loss: 5.9221e-05


 78/493 [===>..........................] - ETA: 10s - loss: 33.5689 - reconstruction_loss: 33.6089 - kl_loss: 5.9013e-05


 81/493 [===>..........................] - ETA: 10s - loss: 33.5703 - reconstruction_loss: 33.6123 - kl_loss: 5.8768e-05


 84/493 [====>.........................] - ETA: 10s - loss: 33.5715 - reconstruction_loss: 33.5900 - kl_loss: 5.8496e-05


 87/493 [====>.........................] - ETA: 10s - loss: 33.5722 - reconstruction_loss: 33.5973 - kl_loss: 5.8205e-05


 90/493 [====>.........................] - ETA: 9s - loss: 33.5737 - reconstruction_loss: 33.6311 - kl_loss: 5.7918e-05 


 93/493 [====>.........................] - ETA: 9s - loss: 33.5753 - reconstruction_loss: 33.6193 - kl_loss: 5.7647e-05


 96/493 [====>.........................] - ETA: 9s - loss: 33.5764 - reconstruction_loss: 33.6114 - kl_loss: 5.7369e-05


 99/493 [=====>........................] - ETA: 9s - loss: 33.5772 - reconstruction_loss: 33.5979 - kl_loss: 5.7069e-05


102/493 [=====>........................] - ETA: 9s - loss: 33.5779 - reconstruction_loss: 33.6024 - kl_loss: 5.6762e-05


105/493 [=====>........................] - ETA: 9s - loss: 33.5787 - reconstruction_loss: 33.6050 - kl_loss: 5.6469e-05


108/493 [=====>........................] - ETA: 9s - loss: 33.5792 - reconstruction_loss: 33.5929 - kl_loss: 5.6236e-05


111/493 [=====>........................] - ETA: 9s - loss: 33.5795 - reconstruction_loss: 33.5929 - kl_loss: 5.6073e-05


113/493 [=====>........................] - ETA: 9s - loss: 33.5798 - reconstruction_loss: 33.5969 - kl_loss: 5.6011e-05


115/493 [=====>........................] - ETA: 9s - loss: 33.5797 - reconstruction_loss: 33.5680 - kl_loss: 5.5974e-05


117/493 [======>.......................] - ETA: 9s - loss: 33.5796 - reconstruction_loss: 33.5744 - kl_loss: 5.5963e-05


120/493 [======>.......................] - ETA: 9s - loss: 33.5795 - reconstruction_loss: 33.5804 - kl_loss: 5.5980e-05


123/493 [======>.......................] - ETA: 9s - loss: 33.5796 - reconstruction_loss: 33.5839 - kl_loss: 5.6013e-05


126/493 [======>.......................] - ETA: 8s - loss: 33.5799 - reconstruction_loss: 33.5955 - kl_loss: 5.6052e-05


129/493 [======>.......................] - ETA: 8s - loss: 33.5803 - reconstruction_loss: 33.5993 - kl_loss: 5.6094e-05


132/493 [=======>......................] - ETA: 8s - loss: 33.5807 - reconstruction_loss: 33.5960 - kl_loss: 5.6163e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.5811 - reconstruction_loss: 33.6063 - kl_loss: 5.6273e-05


138/493 [=======>......................] - ETA: 8s - loss: 33.5817 - reconstruction_loss: 33.6048 - kl_loss: 5.6442e-05


141/493 [=======>......................] - ETA: 8s - loss: 33.5823 - reconstruction_loss: 33.6109 - kl_loss: 5.6715e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.5828 - reconstruction_loss: 33.6095 - kl_loss: 5.7089e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.5834 - reconstruction_loss: 33.6102 - kl_loss: 5.7480e-05


149/493 [========>.....................] - ETA: 8s - loss: 33.5837 - reconstruction_loss: 33.6114 - kl_loss: 5.7715e-05


152/493 [========>.....................] - ETA: 8s - loss: 33.5842 - reconstruction_loss: 33.6044 - kl_loss: 5.8021e-05


155/493 [========>.....................] - ETA: 8s - loss: 33.5846 - reconstruction_loss: 33.6121 - kl_loss: 5.8272e-05


158/493 [========>.....................] - ETA: 8s - loss: 33.5850 - reconstruction_loss: 33.5984 - kl_loss: 5.8478e-05


161/493 [========>.....................] - ETA: 8s - loss: 33.5853 - reconstruction_loss: 33.6073 - kl_loss: 5.8645e-05


164/493 [========>.....................] - ETA: 7s - loss: 33.5855 - reconstruction_loss: 33.5914 - kl_loss: 5.8800e-05


167/493 [=========>....................] - ETA: 7s - loss: 33.5856 - reconstruction_loss: 33.5949 - kl_loss: 5.8939e-05


170/493 [=========>....................] - ETA: 7s - loss: 33.5859 - reconstruction_loss: 33.6061 - kl_loss: 5.9064e-05


173/493 [=========>....................] - ETA: 7s - loss: 33.5862 - reconstruction_loss: 33.6048 - kl_loss: 5.9174e-05


176/493 [=========>....................] - ETA: 7s - loss: 33.5866 - reconstruction_loss: 33.6105 - kl_loss: 5.9280e-05


179/493 [=========>....................] - ETA: 7s - loss: 33.5871 - reconstruction_loss: 33.6134 - kl_loss: 5.9399e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.5876 - reconstruction_loss: 33.6169 - kl_loss: 5.9520e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.5882 - reconstruction_loss: 33.6236 - kl_loss: 5.9635e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.5887 - reconstruction_loss: 33.6191 - kl_loss: 5.9750e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.5891 - reconstruction_loss: 33.6166 - kl_loss: 5.9854e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.5895 - reconstruction_loss: 33.6108 - kl_loss: 5.9945e-05


197/493 [==========>...................] - ETA: 7s - loss: 33.5898 - reconstruction_loss: 33.6104 - kl_loss: 6.0023e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.5900 - reconstruction_loss: 33.6062 - kl_loss: 6.0091e-05


203/493 [===========>..................] - ETA: 6s - loss: 33.5903 - reconstruction_loss: 33.6091 - kl_loss: 6.0153e-05


206/493 [===========>..................] - ETA: 6s - loss: 33.5906 - reconstruction_loss: 33.6093 - kl_loss: 6.0205e-05


208/493 [===========>..................] - ETA: 6s - loss: 33.5907 - reconstruction_loss: 33.6064 - kl_loss: 6.0239e-05


211/493 [===========>..................] - ETA: 6s - loss: 33.5910 - reconstruction_loss: 33.6092 - kl_loss: 6.0282e-05


214/493 [============>.................] - ETA: 6s - loss: 33.5912 - reconstruction_loss: 33.6112 - kl_loss: 6.0316e-05


217/493 [============>.................] - ETA: 6s - loss: 33.5916 - reconstruction_loss: 33.6149 - kl_loss: 6.0335e-05


220/493 [============>.................] - ETA: 6s - loss: 33.5919 - reconstruction_loss: 33.6123 - kl_loss: 6.0343e-05


223/493 [============>.................] - ETA: 6s - loss: 33.5922 - reconstruction_loss: 33.6195 - kl_loss: 6.0341e-05


226/493 [============>.................] - ETA: 6s - loss: 33.5925 - reconstruction_loss: 33.6170 - kl_loss: 6.0332e-05


229/493 [============>.................] - ETA: 6s - loss: 33.5928 - reconstruction_loss: 33.6094 - kl_loss: 6.0316e-05


232/493 [=============>................] - ETA: 6s - loss: 33.5930 - reconstruction_loss: 33.6045 - kl_loss: 6.0298e-05


235/493 [=============>................] - ETA: 6s - loss: 33.5932 - reconstruction_loss: 33.6128 - kl_loss: 6.0273e-05


237/493 [=============>................] - ETA: 6s - loss: 33.5934 - reconstruction_loss: 33.6177 - kl_loss: 6.0249e-05


240/493 [=============>................] - ETA: 6s - loss: 33.5937 - reconstruction_loss: 33.6211 - kl_loss: 6.0198e-05


243/493 [=============>................] - ETA: 6s - loss: 33.5941 - reconstruction_loss: 33.6237 - kl_loss: 6.0136e-05


246/493 [=============>................] - ETA: 5s - loss: 33.5945 - reconstruction_loss: 33.6282 - kl_loss: 6.0070e-05


249/493 [==============>...............] - ETA: 5s - loss: 33.5948 - reconstruction_loss: 33.6246 - kl_loss: 6.0001e-05


252/493 [==============>...............] - ETA: 5s - loss: 33.5952 - reconstruction_loss: 33.6222 - kl_loss: 5.9927e-05


255/493 [==============>...............] - ETA: 5s - loss: 33.5955 - reconstruction_loss: 33.6203 - kl_loss: 5.9854e-05


258/493 [==============>...............] - ETA: 5s - loss: 33.5958 - reconstruction_loss: 33.6217 - kl_loss: 5.9781e-05


261/493 [==============>...............] - ETA: 5s - loss: 33.5960 - reconstruction_loss: 33.6178 - kl_loss: 5.9705e-05


264/493 [===============>..............] - ETA: 5s - loss: 33.5963 - reconstruction_loss: 33.6198 - kl_loss: 5.9626e-05


267/493 [===============>..............] - ETA: 5s - loss: 33.5966 - reconstruction_loss: 33.6214 - kl_loss: 5.9551e-05


270/493 [===============>..............] - ETA: 5s - loss: 33.5969 - reconstruction_loss: 33.6212 - kl_loss: 5.9481e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.5971 - reconstruction_loss: 33.6161 - kl_loss: 5.9412e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.5973 - reconstruction_loss: 33.6124 - kl_loss: 5.9343e-05


279/493 [===============>..............] - ETA: 5s - loss: 33.5974 - reconstruction_loss: 33.6080 - kl_loss: 5.9278e-05


282/493 [================>.............] - ETA: 5s - loss: 33.5975 - reconstruction_loss: 33.6038 - kl_loss: 5.9217e-05


285/493 [================>.............] - ETA: 4s - loss: 33.5976 - reconstruction_loss: 33.6123 - kl_loss: 5.9165e-05


288/493 [================>.............] - ETA: 4s - loss: 33.5978 - reconstruction_loss: 33.6151 - kl_loss: 5.9124e-05


291/493 [================>.............] - ETA: 4s - loss: 33.5980 - reconstruction_loss: 33.6197 - kl_loss: 5.9076e-05


294/493 [================>.............] - ETA: 4s - loss: 33.5982 - reconstruction_loss: 33.6198 - kl_loss: 5.9021e-05


297/493 [=================>............] - ETA: 4s - loss: 33.5984 - reconstruction_loss: 33.6155 - kl_loss: 5.8968e-05


299/493 [=================>............] - ETA: 4s - loss: 33.5985 - reconstruction_loss: 33.6144 - kl_loss: 5.8933e-05


302/493 [=================>............] - ETA: 4s - loss: 33.5986 - reconstruction_loss: 33.6113 - kl_loss: 5.8890e-05


304/493 [=================>............] - ETA: 4s - loss: 33.5987 - reconstruction_loss: 33.6060 - kl_loss: 5.8867e-05


306/493 [=================>............] - ETA: 4s - loss: 33.5987 - reconstruction_loss: 33.6044 - kl_loss: 5.8845e-05


308/493 [=================>............] - ETA: 4s - loss: 33.5988 - reconstruction_loss: 33.6031 - kl_loss: 5.8828e-05


310/493 [=================>............] - ETA: 4s - loss: 33.5988 - reconstruction_loss: 33.6005 - kl_loss: 5.8816e-05


312/493 [=================>............] - ETA: 4s - loss: 33.5988 - reconstruction_loss: 33.6016 - kl_loss: 5.8808e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.5988 - reconstruction_loss: 33.6033 - kl_loss: 5.8801e-05


316/493 [==================>...........] - ETA: 4s - loss: 33.5989 - reconstruction_loss: 33.6043 - kl_loss: 5.8794e-05


318/493 [==================>...........] - ETA: 4s - loss: 33.5989 - reconstruction_loss: 33.6038 - kl_loss: 5.8788e-05


321/493 [==================>...........] - ETA: 4s - loss: 33.5990 - reconstruction_loss: 33.6081 - kl_loss: 5.8775e-05


324/493 [==================>...........] - ETA: 4s - loss: 33.5991 - reconstruction_loss: 33.6123 - kl_loss: 5.8754e-05


327/493 [==================>...........] - ETA: 4s - loss: 33.5992 - reconstruction_loss: 33.6122 - kl_loss: 5.8727e-05


330/493 [===================>..........] - ETA: 3s - loss: 33.5993 - reconstruction_loss: 33.6105 - kl_loss: 5.8703e-05


332/493 [===================>..........] - ETA: 3s - loss: 33.5994 - reconstruction_loss: 33.6140 - kl_loss: 5.8692e-05


335/493 [===================>..........] - ETA: 3s - loss: 33.5995 - reconstruction_loss: 33.6159 - kl_loss: 5.8677e-05


338/493 [===================>..........] - ETA: 3s - loss: 33.5997 - reconstruction_loss: 33.6204 - kl_loss: 5.8665e-05


341/493 [===================>..........] - ETA: 3s - loss: 33.5999 - reconstruction_loss: 33.6194 - kl_loss: 5.8664e-05


344/493 [===================>..........] - ETA: 3s - loss: 33.6000 - reconstruction_loss: 33.6197 - kl_loss: 5.8670e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.6002 - reconstruction_loss: 33.6207 - kl_loss: 5.8683e-05


349/493 [====================>.........] - ETA: 3s - loss: 33.6003 - reconstruction_loss: 33.6195 - kl_loss: 5.8696e-05


351/493 [====================>.........] - ETA: 3s - loss: 33.6004 - reconstruction_loss: 33.6203 - kl_loss: 5.8712e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6005 - reconstruction_loss: 33.6136 - kl_loss: 5.8727e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6006 - reconstruction_loss: 33.6132 - kl_loss: 5.8738e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.6007 - reconstruction_loss: 33.6120 - kl_loss: 5.8748e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.6008 - reconstruction_loss: 33.6162 - kl_loss: 5.8754e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.6009 - reconstruction_loss: 33.6177 - kl_loss: 5.8764e-05


366/493 [=====================>........] - ETA: 3s - loss: 33.6010 - reconstruction_loss: 33.6176 - kl_loss: 5.8772e-05


369/493 [=====================>........] - ETA: 3s - loss: 33.6012 - reconstruction_loss: 33.6187 - kl_loss: 5.8786e-05


372/493 [=====================>........] - ETA: 2s - loss: 33.6013 - reconstruction_loss: 33.6190 - kl_loss: 5.8808e-05


375/493 [=====================>........] - ETA: 2s - loss: 33.6015 - reconstruction_loss: 33.6220 - kl_loss: 5.8843e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.6016 - reconstruction_loss: 33.6226 - kl_loss: 5.8890e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.6018 - reconstruction_loss: 33.6210 - kl_loss: 5.8950e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.6020 - reconstruction_loss: 33.6244 - kl_loss: 5.9021e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.6021 - reconstruction_loss: 33.6295 - kl_loss: 5.9082e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6022 - reconstruction_loss: 33.6286 - kl_loss: 5.9163e-05


390/493 [======================>.......] - ETA: 2s - loss: 33.6024 - reconstruction_loss: 33.6296 - kl_loss: 5.9255e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6025 - reconstruction_loss: 33.6319 - kl_loss: 5.9348e-05


395/493 [=======================>......] - ETA: 2s - loss: 33.6028 - reconstruction_loss: 33.6315 - kl_loss: 5.9492e-05


398/493 [=======================>......] - ETA: 2s - loss: 33.6030 - reconstruction_loss: 33.6304 - kl_loss: 5.9644e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.6031 - reconstruction_loss: 33.6299 - kl_loss: 5.9748e-05


402/493 [=======================>......] - ETA: 2s - loss: 33.6032 - reconstruction_loss: 33.6267 - kl_loss: 5.9850e-05


405/493 [=======================>......] - ETA: 2s - loss: 33.6034 - reconstruction_loss: 33.6275 - kl_loss: 5.9987e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6036 - reconstruction_loss: 33.6293 - kl_loss: 6.0118e-05


411/493 [========================>.....] - ETA: 2s - loss: 33.6038 - reconstruction_loss: 33.6289 - kl_loss: 6.0245e-05


414/493 [========================>.....] - ETA: 1s - loss: 33.6039 - reconstruction_loss: 33.6300 - kl_loss: 6.0367e-05


417/493 [========================>.....] - ETA: 1s - loss: 33.6041 - reconstruction_loss: 33.6251 - kl_loss: 6.0483e-05


420/493 [========================>.....] - ETA: 1s - loss: 33.6042 - reconstruction_loss: 33.6233 - kl_loss: 6.0598e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6044 - reconstruction_loss: 33.6285 - kl_loss: 6.0702e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.6046 - reconstruction_loss: 33.6307 - kl_loss: 6.0788e-05


428/493 [=========================>....] - ETA: 1s - loss: 33.6047 - reconstruction_loss: 33.6328 - kl_loss: 6.0841e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6049 - reconstruction_loss: 33.6311 - kl_loss: 6.0919e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6050 - reconstruction_loss: 33.6297 - kl_loss: 6.0972e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6051 - reconstruction_loss: 33.6302 - kl_loss: 6.1028e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6053 - reconstruction_loss: 33.6298 - kl_loss: 6.1115e-05


440/493 [=========================>....] - ETA: 1s - loss: 33.6054 - reconstruction_loss: 33.6287 - kl_loss: 6.1178e-05


443/493 [=========================>....] - ETA: 1s - loss: 33.6056 - reconstruction_loss: 33.6302 - kl_loss: 6.1284e-05


446/493 [==========================>...] - ETA: 1s - loss: 33.6058 - reconstruction_loss: 33.6315 - kl_loss: 6.1397e-05


449/493 [==========================>...] - ETA: 1s - loss: 33.6059 - reconstruction_loss: 33.6301 - kl_loss: 6.1511e-05


452/493 [==========================>...] - ETA: 1s - loss: 33.6061 - reconstruction_loss: 33.6285 - kl_loss: 6.1621e-05


454/493 [==========================>...] - ETA: 0s - loss: 33.6062 - reconstruction_loss: 33.6290 - kl_loss: 6.1692e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6063 - reconstruction_loss: 33.6290 - kl_loss: 6.1762e-05


458/493 [==========================>...] - ETA: 0s - loss: 33.6064 - reconstruction_loss: 33.6312 - kl_loss: 6.1830e-05


460/493 [==========================>...] - ETA: 0s - loss: 33.6065 - reconstruction_loss: 33.6326 - kl_loss: 6.1894e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6066 - reconstruction_loss: 33.6333 - kl_loss: 6.1955e-05


464/493 [===========================>..] - ETA: 0s - loss: 33.6067 - reconstruction_loss: 33.6338 - kl_loss: 6.2012e-05


466/493 [===========================>..] - ETA: 0s - loss: 33.6069 - reconstruction_loss: 33.6347 - kl_loss: 6.2066e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6070 - reconstruction_loss: 33.6363 - kl_loss: 6.2119e-05


470/493 [===========================>..] - ETA: 0s - loss: 33.6071 - reconstruction_loss: 33.6354 - kl_loss: 6.2171e-05


472/493 [===========================>..] - ETA: 0s - loss: 33.6072 - reconstruction_loss: 33.6332 - kl_loss: 6.2223e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6073 - reconstruction_loss: 33.6351 - kl_loss: 6.2272e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6074 - reconstruction_loss: 33.6344 - kl_loss: 6.2320e-05


478/493 [============================>.] - ETA: 0s - loss: 33.6076 - reconstruction_loss: 33.6347 - kl_loss: 6.2365e-05


480/493 [============================>.] - ETA: 0s - loss: 33.6077 - reconstruction_loss: 33.6326 - kl_loss: 6.2408e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6078 - reconstruction_loss: 33.6350 - kl_loss: 6.2446e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6079 - reconstruction_loss: 33.6343 - kl_loss: 6.2481e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6080 - reconstruction_loss: 33.6367 - kl_loss: 6.2513e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6081 - reconstruction_loss: 33.6384 - kl_loss: 6.2543e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6083 - reconstruction_loss: 33.6402 - kl_loss: 6.2571e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6084 - reconstruction_loss: 33.6421 - kl_loss: 6.2598e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6083 - reconstruction_loss: 33.5874 - kl_loss: 6.2611e-05

Epoch 7/30

  1/493 [..............................] - ETA: 11s - loss: 34.4396 - reconstruction_loss: 34.4395 - kl_loss: 6.8843e-05


  4/493 [..............................] - ETA: 12s - loss: 34.0286 - reconstruction_loss: 33.8901 - kl_loss: 6.8530e-05


  6/493 [..............................] - ETA: 12s - loss: 33.9770 - reconstruction_loss: 33.7806 - kl_loss: 6.8337e-05


  8/493 [..............................] - ETA: 13s - loss: 33.8831 - reconstruction_loss: 33.6148 - kl_loss: 6.8031e-05


 10/493 [..............................] - ETA: 13s - loss: 33.8317 - reconstruction_loss: 33.6719 - kl_loss: 6.7717e-05


 12/493 [..............................] - ETA: 12s - loss: 33.8176 - reconstruction_loss: 33.7060 - kl_loss: 6.7482e-05


 14/493 [..............................] - ETA: 12s - loss: 33.7942 - reconstruction_loss: 33.6473 - kl_loss: 6.7319e-05


 16/493 [..............................] - ETA: 12s - loss: 33.7803 - reconstruction_loss: 33.6795 - kl_loss: 6.7186e-05


 18/493 [>.............................] - ETA: 12s - loss: 33.7747 - reconstruction_loss: 33.7496 - kl_loss: 6.7039e-05


 20/493 [>.............................] - ETA: 12s - loss: 33.7719 - reconstruction_loss: 33.7479 - kl_loss: 6.6876e-05


 23/493 [>.............................] - ETA: 12s - loss: 33.7654 - reconstruction_loss: 33.6947 - kl_loss: 6.6578e-05


 25/493 [>.............................] - ETA: 12s - loss: 33.7595 - reconstruction_loss: 33.7007 - kl_loss: 6.6351e-05


 28/493 [>.............................] - ETA: 12s - loss: 33.7543 - reconstruction_loss: 33.7155 - kl_loss: 6.6027e-05


 31/493 [>.............................] - ETA: 11s - loss: 33.7529 - reconstruction_loss: 33.7579 - kl_loss: 6.5774e-05


 34/493 [=>............................] - ETA: 11s - loss: 33.7506 - reconstruction_loss: 33.7077 - kl_loss: 6.5602e-05


 36/493 [=>............................] - ETA: 11s - loss: 33.7469 - reconstruction_loss: 33.6863 - kl_loss: 6.5467e-05


 39/493 [=>............................] - ETA: 11s - loss: 33.7414 - reconstruction_loss: 33.6541 - kl_loss: 6.5201e-05


 41/493 [=>............................] - ETA: 11s - loss: 33.7375 - reconstruction_loss: 33.6466 - kl_loss: 6.4965e-05


 43/493 [=>............................] - ETA: 11s - loss: 33.7334 - reconstruction_loss: 33.6428 - kl_loss: 6.4718e-05


 46/493 [=>............................] - ETA: 11s - loss: 33.7302 - reconstruction_loss: 33.7001 - kl_loss: 6.4363e-05


 49/493 [=>............................] - ETA: 11s - loss: 33.7288 - reconstruction_loss: 33.7046 - kl_loss: 6.4025e-05


 51/493 [==>...........................] - ETA: 11s - loss: 33.7280 - reconstruction_loss: 33.7153 - kl_loss: 6.3808e-05


 54/493 [==>...........................] - ETA: 11s - loss: 33.7272 - reconstruction_loss: 33.7182 - kl_loss: 6.3515e-05


 56/493 [==>...........................] - ETA: 11s - loss: 33.7263 - reconstruction_loss: 33.6956 - kl_loss: 6.3335e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.7246 - reconstruction_loss: 33.6970 - kl_loss: 6.3100e-05


 61/493 [==>...........................] - ETA: 10s - loss: 33.7240 - reconstruction_loss: 33.7114 - kl_loss: 6.2947e-05


 63/493 [==>...........................] - ETA: 10s - loss: 33.7236 - reconstruction_loss: 33.7126 - kl_loss: 6.2783e-05


 66/493 [===>..........................] - ETA: 10s - loss: 33.7234 - reconstruction_loss: 33.7205 - kl_loss: 6.2518e-05


 69/493 [===>..........................] - ETA: 10s - loss: 33.7235 - reconstruction_loss: 33.7246 - kl_loss: 6.2204e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.7229 - reconstruction_loss: 33.6992 - kl_loss: 6.1962e-05


 74/493 [===>..........................] - ETA: 10s - loss: 33.7220 - reconstruction_loss: 33.7024 - kl_loss: 6.1589e-05


 77/493 [===>..........................] - ETA: 10s - loss: 33.7220 - reconstruction_loss: 33.7256 - kl_loss: 6.1219e-05


 80/493 [===>..........................] - ETA: 10s - loss: 33.7227 - reconstruction_loss: 33.7436 - kl_loss: 6.0876e-05


 83/493 [====>.........................] - ETA: 10s - loss: 33.7234 - reconstruction_loss: 33.7456 - kl_loss: 6.0552e-05


 86/493 [====>.........................] - ETA: 10s - loss: 33.7243 - reconstruction_loss: 33.7449 - kl_loss: 6.0236e-05


 89/493 [====>.........................] - ETA: 10s - loss: 33.7244 - reconstruction_loss: 33.7222 - kl_loss: 5.9910e-05


 91/493 [====>.........................] - ETA: 10s - loss: 33.7243 - reconstruction_loss: 33.7187 - kl_loss: 5.9688e-05


 94/493 [====>.........................] - ETA: 10s - loss: 33.7239 - reconstruction_loss: 33.7124 - kl_loss: 5.9369e-05


 96/493 [====>.........................] - ETA: 9s - loss: 33.7237 - reconstruction_loss: 33.7142 - kl_loss: 5.9180e-05 


 99/493 [=====>........................] - ETA: 9s - loss: 33.7232 - reconstruction_loss: 33.7107 - kl_loss: 5.8932e-05


102/493 [=====>........................] - ETA: 9s - loss: 33.7232 - reconstruction_loss: 33.7288 - kl_loss: 5.8725e-05


105/493 [=====>........................] - ETA: 9s - loss: 33.7230 - reconstruction_loss: 33.7156 - kl_loss: 5.8551e-05


108/493 [=====>........................] - ETA: 9s - loss: 33.7225 - reconstruction_loss: 33.7010 - kl_loss: 5.8391e-05


111/493 [=====>........................] - ETA: 9s - loss: 33.7217 - reconstruction_loss: 33.6954 - kl_loss: 5.8241e-05


114/493 [=====>........................] - ETA: 9s - loss: 33.7210 - reconstruction_loss: 33.6942 - kl_loss: 5.8112e-05


116/493 [======>.......................] - ETA: 9s - loss: 33.7204 - reconstruction_loss: 33.6869 - kl_loss: 5.8032e-05


119/493 [======>.......................] - ETA: 9s - loss: 33.7196 - reconstruction_loss: 33.6895 - kl_loss: 5.7909e-05


122/493 [======>.......................] - ETA: 9s - loss: 33.7188 - reconstruction_loss: 33.6899 - kl_loss: 5.7776e-05


125/493 [======>.......................] - ETA: 9s - loss: 33.7179 - reconstruction_loss: 33.6783 - kl_loss: 5.7612e-05


128/493 [======>.......................] - ETA: 9s - loss: 33.7169 - reconstruction_loss: 33.6703 - kl_loss: 5.7421e-05


131/493 [======>.......................] - ETA: 9s - loss: 33.7159 - reconstruction_loss: 33.6760 - kl_loss: 5.7230e-05


134/493 [=======>......................] - ETA: 8s - loss: 33.7150 - reconstruction_loss: 33.6782 - kl_loss: 5.7044e-05


137/493 [=======>......................] - ETA: 8s - loss: 33.7143 - reconstruction_loss: 33.6828 - kl_loss: 5.6869e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.7137 - reconstruction_loss: 33.6878 - kl_loss: 5.6715e-05


142/493 [=======>......................] - ETA: 8s - loss: 33.7132 - reconstruction_loss: 33.6812 - kl_loss: 5.6621e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.7128 - reconstruction_loss: 33.6793 - kl_loss: 5.6530e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.7122 - reconstruction_loss: 33.6847 - kl_loss: 5.6396e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.7118 - reconstruction_loss: 33.6890 - kl_loss: 5.6266e-05


153/493 [========>.....................] - ETA: 8s - loss: 33.7115 - reconstruction_loss: 33.6968 - kl_loss: 5.6145e-05


155/493 [========>.....................] - ETA: 8s - loss: 33.7111 - reconstruction_loss: 33.6826 - kl_loss: 5.6071e-05


158/493 [========>.....................] - ETA: 8s - loss: 33.7107 - reconstruction_loss: 33.6858 - kl_loss: 5.5977e-05


160/493 [========>.....................] - ETA: 8s - loss: 33.7102 - reconstruction_loss: 33.6771 - kl_loss: 5.5928e-05


163/493 [========>.....................] - ETA: 8s - loss: 33.7096 - reconstruction_loss: 33.6772 - kl_loss: 5.5865e-05


166/493 [=========>....................] - ETA: 8s - loss: 33.7090 - reconstruction_loss: 33.6759 - kl_loss: 5.5794e-05


169/493 [=========>....................] - ETA: 8s - loss: 33.7082 - reconstruction_loss: 33.6612 - kl_loss: 5.5710e-05


171/493 [=========>....................] - ETA: 8s - loss: 33.7077 - reconstruction_loss: 33.6650 - kl_loss: 5.5647e-05


174/493 [=========>....................] - ETA: 7s - loss: 33.7070 - reconstruction_loss: 33.6643 - kl_loss: 5.5556e-05


177/493 [=========>....................] - ETA: 7s - loss: 33.7062 - reconstruction_loss: 33.6572 - kl_loss: 5.5465e-05


179/493 [=========>....................] - ETA: 7s - loss: 33.7056 - reconstruction_loss: 33.6517 - kl_loss: 5.5402e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.7047 - reconstruction_loss: 33.6551 - kl_loss: 5.5296e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.7038 - reconstruction_loss: 33.6508 - kl_loss: 5.5182e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.7030 - reconstruction_loss: 33.6557 - kl_loss: 5.5062e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.7023 - reconstruction_loss: 33.6580 - kl_loss: 5.4947e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.7016 - reconstruction_loss: 33.6602 - kl_loss: 5.4849e-05


196/493 [==========>...................] - ETA: 7s - loss: 33.7012 - reconstruction_loss: 33.6577 - kl_loss: 5.4799e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.7007 - reconstruction_loss: 33.6520 - kl_loss: 5.4762e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.7002 - reconstruction_loss: 33.6527 - kl_loss: 5.4735e-05


202/493 [===========>..................] - ETA: 7s - loss: 33.6997 - reconstruction_loss: 33.6468 - kl_loss: 5.4716e-05


204/493 [===========>..................] - ETA: 7s - loss: 33.6992 - reconstruction_loss: 33.6509 - kl_loss: 5.4699e-05


207/493 [===========>..................] - ETA: 7s - loss: 33.6986 - reconstruction_loss: 33.6586 - kl_loss: 5.4679e-05


209/493 [===========>..................] - ETA: 7s - loss: 33.6982 - reconstruction_loss: 33.6640 - kl_loss: 5.4666e-05


211/493 [===========>..................] - ETA: 7s - loss: 33.6979 - reconstruction_loss: 33.6624 - kl_loss: 5.4653e-05


213/493 [===========>..................] - ETA: 7s - loss: 33.6976 - reconstruction_loss: 33.6641 - kl_loss: 5.4641e-05


215/493 [============>.................] - ETA: 7s - loss: 33.6972 - reconstruction_loss: 33.6594 - kl_loss: 5.4632e-05


217/493 [============>.................] - ETA: 7s - loss: 33.6968 - reconstruction_loss: 33.6543 - kl_loss: 5.4631e-05


219/493 [============>.................] - ETA: 7s - loss: 33.6965 - reconstruction_loss: 33.6589 - kl_loss: 5.4632e-05


221/493 [============>.................] - ETA: 7s - loss: 33.6961 - reconstruction_loss: 33.6602 - kl_loss: 5.4625e-05


223/493 [============>.................] - ETA: 6s - loss: 33.6958 - reconstruction_loss: 33.6569 - kl_loss: 5.4614e-05


225/493 [============>.................] - ETA: 6s - loss: 33.6955 - reconstruction_loss: 33.6607 - kl_loss: 5.4599e-05


227/493 [============>.................] - ETA: 6s - loss: 33.6952 - reconstruction_loss: 33.6576 - kl_loss: 5.4578e-05


229/493 [============>.................] - ETA: 6s - loss: 33.6948 - reconstruction_loss: 33.6603 - kl_loss: 5.4552e-05


231/493 [=============>................] - ETA: 6s - loss: 33.6946 - reconstruction_loss: 33.6644 - kl_loss: 5.4524e-05


234/493 [=============>................] - ETA: 6s - loss: 33.6942 - reconstruction_loss: 33.6664 - kl_loss: 5.4488e-05


236/493 [=============>................] - ETA: 6s - loss: 33.6940 - reconstruction_loss: 33.6661 - kl_loss: 5.4471e-05


238/493 [=============>................] - ETA: 6s - loss: 33.6937 - reconstruction_loss: 33.6635 - kl_loss: 5.4457e-05


240/493 [=============>................] - ETA: 6s - loss: 33.6935 - reconstruction_loss: 33.6658 - kl_loss: 5.4447e-05


242/493 [=============>................] - ETA: 6s - loss: 33.6933 - reconstruction_loss: 33.6724 - kl_loss: 5.4440e-05


244/493 [=============>................] - ETA: 6s - loss: 33.6931 - reconstruction_loss: 33.6738 - kl_loss: 5.4436e-05


247/493 [==============>...............] - ETA: 6s - loss: 33.6929 - reconstruction_loss: 33.6770 - kl_loss: 5.4426e-05


249/493 [==============>...............] - ETA: 6s - loss: 33.6928 - reconstruction_loss: 33.6752 - kl_loss: 5.4418e-05


252/493 [==============>...............] - ETA: 6s - loss: 33.6926 - reconstruction_loss: 33.6735 - kl_loss: 5.4400e-05


254/493 [==============>...............] - ETA: 6s - loss: 33.6924 - reconstruction_loss: 33.6700 - kl_loss: 5.4385e-05


257/493 [==============>...............] - ETA: 6s - loss: 33.6921 - reconstruction_loss: 33.6708 - kl_loss: 5.4366e-05


260/493 [==============>...............] - ETA: 6s - loss: 33.6919 - reconstruction_loss: 33.6726 - kl_loss: 5.4363e-05


262/493 [==============>...............] - ETA: 5s - loss: 33.6917 - reconstruction_loss: 33.6683 - kl_loss: 5.4368e-05


264/493 [===============>..............] - ETA: 5s - loss: 33.6915 - reconstruction_loss: 33.6649 - kl_loss: 5.4370e-05


267/493 [===============>..............] - ETA: 5s - loss: 33.6912 - reconstruction_loss: 33.6638 - kl_loss: 5.4366e-05


269/493 [===============>..............] - ETA: 5s - loss: 33.6910 - reconstruction_loss: 33.6619 - kl_loss: 5.4362e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.6908 - reconstruction_loss: 33.6640 - kl_loss: 5.4357e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.6906 - reconstruction_loss: 33.6599 - kl_loss: 5.4356e-05


275/493 [===============>..............] - ETA: 5s - loss: 33.6904 - reconstruction_loss: 33.6625 - kl_loss: 5.4360e-05


278/493 [===============>..............] - ETA: 5s - loss: 33.6901 - reconstruction_loss: 33.6628 - kl_loss: 5.4371e-05


280/493 [================>.............] - ETA: 5s - loss: 33.6899 - reconstruction_loss: 33.6537 - kl_loss: 5.4385e-05


283/493 [================>.............] - ETA: 5s - loss: 33.6895 - reconstruction_loss: 33.6582 - kl_loss: 5.4418e-05


286/493 [================>.............] - ETA: 5s - loss: 33.6892 - reconstruction_loss: 33.6629 - kl_loss: 5.4446e-05


288/493 [================>.............] - ETA: 5s - loss: 33.6891 - reconstruction_loss: 33.6637 - kl_loss: 5.4464e-05


290/493 [================>.............] - ETA: 5s - loss: 33.6888 - reconstruction_loss: 33.6565 - kl_loss: 5.4484e-05


292/493 [================>.............] - ETA: 5s - loss: 33.6886 - reconstruction_loss: 33.6583 - kl_loss: 5.4506e-05


295/493 [================>.............] - ETA: 5s - loss: 33.6883 - reconstruction_loss: 33.6569 - kl_loss: 5.4539e-05


298/493 [=================>............] - ETA: 5s - loss: 33.6881 - reconstruction_loss: 33.6693 - kl_loss: 5.4574e-05


301/493 [=================>............] - ETA: 4s - loss: 33.6879 - reconstruction_loss: 33.6682 - kl_loss: 5.4614e-05


304/493 [=================>............] - ETA: 4s - loss: 33.6877 - reconstruction_loss: 33.6684 - kl_loss: 5.4649e-05


306/493 [=================>............] - ETA: 4s - loss: 33.6876 - reconstruction_loss: 33.6699 - kl_loss: 5.4667e-05


308/493 [=================>............] - ETA: 4s - loss: 33.6874 - reconstruction_loss: 33.6696 - kl_loss: 5.4683e-05


310/493 [=================>............] - ETA: 4s - loss: 33.6873 - reconstruction_loss: 33.6722 - kl_loss: 5.4697e-05


312/493 [=================>............] - ETA: 4s - loss: 33.6872 - reconstruction_loss: 33.6724 - kl_loss: 5.4708e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.6872 - reconstruction_loss: 33.6750 - kl_loss: 5.4719e-05


316/493 [==================>...........] - ETA: 4s - loss: 33.6871 - reconstruction_loss: 33.6760 - kl_loss: 5.4733e-05


319/493 [==================>...........] - ETA: 4s - loss: 33.6870 - reconstruction_loss: 33.6718 - kl_loss: 5.4757e-05


322/493 [==================>...........] - ETA: 4s - loss: 33.6868 - reconstruction_loss: 33.6754 - kl_loss: 5.4790e-05


324/493 [==================>...........] - ETA: 4s - loss: 33.6868 - reconstruction_loss: 33.6777 - kl_loss: 5.4811e-05


327/493 [==================>...........] - ETA: 4s - loss: 33.6867 - reconstruction_loss: 33.6799 - kl_loss: 5.4839e-05


330/493 [===================>..........] - ETA: 4s - loss: 33.6866 - reconstruction_loss: 33.6791 - kl_loss: 5.4856e-05


332/493 [===================>..........] - ETA: 4s - loss: 33.6866 - reconstruction_loss: 33.6773 - kl_loss: 5.4860e-05


335/493 [===================>..........] - ETA: 4s - loss: 33.6865 - reconstruction_loss: 33.6741 - kl_loss: 5.4861e-05


338/493 [===================>..........] - ETA: 3s - loss: 33.6863 - reconstruction_loss: 33.6734 - kl_loss: 5.4855e-05


340/493 [===================>..........] - ETA: 3s - loss: 33.6863 - reconstruction_loss: 33.6718 - kl_loss: 5.4843e-05


342/493 [===================>..........] - ETA: 3s - loss: 33.6862 - reconstruction_loss: 33.6709 - kl_loss: 5.4826e-05


344/493 [===================>..........] - ETA: 3s - loss: 33.6861 - reconstruction_loss: 33.6706 - kl_loss: 5.4803e-05


346/493 [====================>.........] - ETA: 3s - loss: 33.6860 - reconstruction_loss: 33.6682 - kl_loss: 5.4777e-05


348/493 [====================>.........] - ETA: 3s - loss: 33.6859 - reconstruction_loss: 33.6669 - kl_loss: 5.4751e-05


350/493 [====================>.........] - ETA: 3s - loss: 33.6858 - reconstruction_loss: 33.6685 - kl_loss: 5.4731e-05


352/493 [====================>.........] - ETA: 3s - loss: 33.6857 - reconstruction_loss: 33.6655 - kl_loss: 5.4723e-05


354/493 [====================>.........] - ETA: 3s - loss: 33.6856 - reconstruction_loss: 33.6636 - kl_loss: 5.4725e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.6854 - reconstruction_loss: 33.6617 - kl_loss: 5.4742e-05


359/493 [====================>.........] - ETA: 3s - loss: 33.6852 - reconstruction_loss: 33.6613 - kl_loss: 5.4796e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.6851 - reconstruction_loss: 33.6607 - kl_loss: 5.4840e-05


363/493 [=====================>........] - ETA: 3s - loss: 33.6850 - reconstruction_loss: 33.6643 - kl_loss: 5.4881e-05


366/493 [=====================>........] - ETA: 3s - loss: 33.6848 - reconstruction_loss: 33.6585 - kl_loss: 5.4921e-05


369/493 [=====================>........] - ETA: 3s - loss: 33.6846 - reconstruction_loss: 33.6579 - kl_loss: 5.4940e-05


370/493 [=====================>........] - ETA: 3s - loss: 33.6845 - reconstruction_loss: 33.6560 - kl_loss: 5.4944e-05


372/493 [=====================>........] - ETA: 3s - loss: 33.6843 - reconstruction_loss: 33.6540 - kl_loss: 5.4947e-05


374/493 [=====================>........] - ETA: 3s - loss: 33.6842 - reconstruction_loss: 33.6595 - kl_loss: 5.4945e-05


376/493 [=====================>........] - ETA: 3s - loss: 33.6841 - reconstruction_loss: 33.6621 - kl_loss: 5.4938e-05


378/493 [======================>.......] - ETA: 3s - loss: 33.6840 - reconstruction_loss: 33.6648 - kl_loss: 5.4925e-05


380/493 [======================>.......] - ETA: 3s - loss: 33.6838 - reconstruction_loss: 33.6595 - kl_loss: 5.4906e-05


382/493 [======================>.......] - ETA: 2s - loss: 33.6837 - reconstruction_loss: 33.6648 - kl_loss: 5.4884e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.6836 - reconstruction_loss: 33.6653 - kl_loss: 5.4860e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.6835 - reconstruction_loss: 33.6635 - kl_loss: 5.4832e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6834 - reconstruction_loss: 33.6623 - kl_loss: 5.4803e-05


390/493 [======================>.......] - ETA: 2s - loss: 33.6833 - reconstruction_loss: 33.6629 - kl_loss: 5.4778e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6832 - reconstruction_loss: 33.6618 - kl_loss: 5.4758e-05


395/493 [=======================>......] - ETA: 2s - loss: 33.6831 - reconstruction_loss: 33.6581 - kl_loss: 5.4730e-05


398/493 [=======================>......] - ETA: 2s - loss: 33.6828 - reconstruction_loss: 33.6564 - kl_loss: 5.4696e-05


401/493 [=======================>......] - ETA: 2s - loss: 33.6826 - reconstruction_loss: 33.6533 - kl_loss: 5.4664e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.6825 - reconstruction_loss: 33.6504 - kl_loss: 5.4643e-05


405/493 [=======================>......] - ETA: 2s - loss: 33.6823 - reconstruction_loss: 33.6493 - kl_loss: 5.4625e-05


407/493 [=======================>......] - ETA: 2s - loss: 33.6822 - reconstruction_loss: 33.6462 - kl_loss: 5.4609e-05


409/493 [=======================>......] - ETA: 2s - loss: 33.6820 - reconstruction_loss: 33.6427 - kl_loss: 5.4595e-05


411/493 [========================>.....] - ETA: 2s - loss: 33.6818 - reconstruction_loss: 33.6427 - kl_loss: 5.4581e-05


413/493 [========================>.....] - ETA: 2s - loss: 33.6816 - reconstruction_loss: 33.6417 - kl_loss: 5.4565e-05


415/493 [========================>.....] - ETA: 2s - loss: 33.6814 - reconstruction_loss: 33.6458 - kl_loss: 5.4544e-05


417/493 [========================>.....] - ETA: 2s - loss: 33.6812 - reconstruction_loss: 33.6425 - kl_loss: 5.4519e-05


419/493 [========================>.....] - ETA: 1s - loss: 33.6810 - reconstruction_loss: 33.6414 - kl_loss: 5.4492e-05


422/493 [========================>.....] - ETA: 1s - loss: 33.6808 - reconstruction_loss: 33.6416 - kl_loss: 5.4449e-05


425/493 [========================>.....] - ETA: 1s - loss: 33.6805 - reconstruction_loss: 33.6392 - kl_loss: 5.4402e-05


427/493 [========================>.....] - ETA: 1s - loss: 33.6803 - reconstruction_loss: 33.6413 - kl_loss: 5.4373e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6801 - reconstruction_loss: 33.6406 - kl_loss: 5.4346e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6799 - reconstruction_loss: 33.6406 - kl_loss: 5.4324e-05


434/493 [=========================>....] - ETA: 1s - loss: 33.6796 - reconstruction_loss: 33.6369 - kl_loss: 5.4305e-05


436/493 [=========================>....] - ETA: 1s - loss: 33.6794 - reconstruction_loss: 33.6361 - kl_loss: 5.4299e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6792 - reconstruction_loss: 33.6357 - kl_loss: 5.4297e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6789 - reconstruction_loss: 33.6333 - kl_loss: 5.4312e-05


443/493 [=========================>....] - ETA: 1s - loss: 33.6787 - reconstruction_loss: 33.6301 - kl_loss: 5.4338e-05


445/493 [==========================>...] - ETA: 1s - loss: 33.6785 - reconstruction_loss: 33.6293 - kl_loss: 5.4373e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6783 - reconstruction_loss: 33.6306 - kl_loss: 5.4416e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6780 - reconstruction_loss: 33.6327 - kl_loss: 5.4491e-05


452/493 [==========================>...] - ETA: 1s - loss: 33.6778 - reconstruction_loss: 33.6313 - kl_loss: 5.4541e-05


454/493 [==========================>...] - ETA: 1s - loss: 33.6776 - reconstruction_loss: 33.6346 - kl_loss: 5.4591e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6774 - reconstruction_loss: 33.6367 - kl_loss: 5.4637e-05


458/493 [==========================>...] - ETA: 0s - loss: 33.6772 - reconstruction_loss: 33.6355 - kl_loss: 5.4677e-05


460/493 [==========================>...] - ETA: 0s - loss: 33.6770 - reconstruction_loss: 33.6346 - kl_loss: 5.4710e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6768 - reconstruction_loss: 33.6335 - kl_loss: 5.4735e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6766 - reconstruction_loss: 33.6379 - kl_loss: 5.4758e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6763 - reconstruction_loss: 33.6374 - kl_loss: 5.4773e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6761 - reconstruction_loss: 33.6359 - kl_loss: 5.4770e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6758 - reconstruction_loss: 33.6317 - kl_loss: 5.4745e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6756 - reconstruction_loss: 33.6321 - kl_loss: 5.4718e-05


478/493 [============================>.] - ETA: 0s - loss: 33.6755 - reconstruction_loss: 33.6354 - kl_loss: 5.4689e-05


480/493 [============================>.] - ETA: 0s - loss: 33.6753 - reconstruction_loss: 33.6379 - kl_loss: 5.4660e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6751 - reconstruction_loss: 33.6386 - kl_loss: 5.4631e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6750 - reconstruction_loss: 33.6388 - kl_loss: 5.4602e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6749 - reconstruction_loss: 33.6413 - kl_loss: 5.4570e-05


489/493 [============================>.] - ETA: 0s - loss: 33.6747 - reconstruction_loss: 33.6431 - kl_loss: 5.4518e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6745 - reconstruction_loss: 33.6450 - kl_loss: 5.4459e-05


493/493 [==============================] - 13s 27ms/step - loss: 33.6741 - reconstruction_loss: 33.5896 - kl_loss: 5.4438e-05

Epoch 8/30

  1/493 [..............................] - ETA: 12s - loss: 33.3199 - reconstruction_loss: 33.3199 - kl_loss: 4.3541e-05


  3/493 [..............................] - ETA: 12s - loss: 33.4112 - reconstruction_loss: 33.3032 - kl_loss: 4.3184e-05


  6/493 [..............................] - ETA: 12s - loss: 33.2688 - reconstruction_loss: 33.1968 - kl_loss: 4.2622e-05


  8/493 [..............................] - ETA: 12s - loss: 33.2553 - reconstruction_loss: 33.2950 - kl_loss: 4.2252e-05


 10/493 [..............................] - ETA: 12s - loss: 33.2905 - reconstruction_loss: 33.4501 - kl_loss: 4.1851e-05


 12/493 [..............................] - ETA: 12s - loss: 33.3136 - reconstruction_loss: 33.4362 - kl_loss: 4.1480e-05


 14/493 [..............................] - ETA: 12s - loss: 33.3315 - reconstruction_loss: 33.4431 - kl_loss: 4.1148e-05


 16/493 [..............................] - ETA: 12s - loss: 33.3578 - reconstruction_loss: 33.5638 - kl_loss: 4.0881e-05


 18/493 [>.............................] - ETA: 12s - loss: 33.3722 - reconstruction_loss: 33.4837 - kl_loss: 4.0685e-05


 20/493 [>.............................] - ETA: 12s - loss: 33.3804 - reconstruction_loss: 33.4211 - kl_loss: 4.0577e-05


 23/493 [>.............................] - ETA: 12s - loss: 33.3902 - reconstruction_loss: 33.4811 - kl_loss: 4.0561e-05


 26/493 [>.............................] - ETA: 11s - loss: 33.4053 - reconstruction_loss: 33.5266 - kl_loss: 4.0700e-05


 28/493 [>.............................] - ETA: 11s - loss: 33.4167 - reconstruction_loss: 33.5858 - kl_loss: 4.0797e-05


 30/493 [>.............................] - ETA: 12s - loss: 33.4286 - reconstruction_loss: 33.6018 - kl_loss: 4.0853e-05


 32/493 [>.............................] - ETA: 12s - loss: 33.4388 - reconstruction_loss: 33.5912 - kl_loss: 4.0818e-05


 34/493 [=>............................] - ETA: 12s - loss: 33.4492 - reconstruction_loss: 33.6365 - kl_loss: 4.0691e-05


 36/493 [=>............................] - ETA: 12s - loss: 33.4605 - reconstruction_loss: 33.6709 - kl_loss: 4.0525e-05


 38/493 [=>............................] - ETA: 12s - loss: 33.4696 - reconstruction_loss: 33.6258 - kl_loss: 4.0357e-05


 40/493 [=>............................] - ETA: 12s - loss: 33.4765 - reconstruction_loss: 33.6030 - kl_loss: 4.0171e-05


 42/493 [=>............................] - ETA: 12s - loss: 33.4837 - reconstruction_loss: 33.6154 - kl_loss: 3.9951e-05


 44/493 [=>............................] - ETA: 12s - loss: 33.4896 - reconstruction_loss: 33.6196 - kl_loss: 3.9702e-05


 46/493 [=>............................] - ETA: 12s - loss: 33.4939 - reconstruction_loss: 33.5898 - kl_loss: 3.9445e-05


 48/493 [=>............................] - ETA: 11s - loss: 33.4982 - reconstruction_loss: 33.5989 - kl_loss: 3.9186e-05


 50/493 [==>...........................] - ETA: 11s - loss: 33.5023 - reconstruction_loss: 33.5944 - kl_loss: 3.8961e-05


 53/493 [==>...........................] - ETA: 11s - loss: 33.5070 - reconstruction_loss: 33.5706 - kl_loss: 3.8683e-05


 56/493 [==>...........................] - ETA: 11s - loss: 33.5112 - reconstruction_loss: 33.5884 - kl_loss: 3.8448e-05


 58/493 [==>...........................] - ETA: 11s - loss: 33.5143 - reconstruction_loss: 33.6010 - kl_loss: 3.8324e-05


 60/493 [==>...........................] - ETA: 11s - loss: 33.5171 - reconstruction_loss: 33.5959 - kl_loss: 3.8216e-05


 62/493 [==>...........................] - ETA: 11s - loss: 33.5197 - reconstruction_loss: 33.6002 - kl_loss: 3.8110e-05


 64/493 [==>...........................] - ETA: 11s - loss: 33.5221 - reconstruction_loss: 33.5975 - kl_loss: 3.7999e-05


 66/493 [===>..........................] - ETA: 11s - loss: 33.5237 - reconstruction_loss: 33.5669 - kl_loss: 3.7876e-05


 68/493 [===>..........................] - ETA: 11s - loss: 33.5248 - reconstruction_loss: 33.5596 - kl_loss: 3.7759e-05


 70/493 [===>..........................] - ETA: 11s - loss: 33.5259 - reconstruction_loss: 33.5647 - kl_loss: 3.7662e-05


 72/493 [===>..........................] - ETA: 11s - loss: 33.5273 - reconstruction_loss: 33.5825 - kl_loss: 3.7584e-05


 74/493 [===>..........................] - ETA: 11s - loss: 33.5287 - reconstruction_loss: 33.5847 - kl_loss: 3.7533e-05


 75/493 [===>..........................] - ETA: 11s - loss: 33.5294 - reconstruction_loss: 33.5811 - kl_loss: 3.7523e-05


 77/493 [===>..........................] - ETA: 12s - loss: 33.5311 - reconstruction_loss: 33.5904 - kl_loss: 3.7528e-05


 78/493 [===>..........................] - ETA: 12s - loss: 33.5318 - reconstruction_loss: 33.5846 - kl_loss: 3.7545e-05


 79/493 [===>..........................] - ETA: 12s - loss: 33.5325 - reconstruction_loss: 33.5870 - kl_loss: 3.7572e-05


 81/493 [===>..........................] - ETA: 12s - loss: 33.5340 - reconstruction_loss: 33.5892 - kl_loss: 3.7648e-05


 82/493 [===>..........................] - ETA: 12s - loss: 33.5344 - reconstruction_loss: 33.5700 - kl_loss: 3.7700e-05


 84/493 [====>.........................] - ETA: 12s - loss: 33.5350 - reconstruction_loss: 33.5501 - kl_loss: 3.7831e-05


 86/493 [====>.........................] - ETA: 12s - loss: 33.5357 - reconstruction_loss: 33.5659 - kl_loss: 3.7979e-05


 88/493 [====>.........................] - ETA: 12s - loss: 33.5364 - reconstruction_loss: 33.5604 - kl_loss: 3.8100e-05


 90/493 [====>.........................] - ETA: 12s - loss: 33.5366 - reconstruction_loss: 33.5484 - kl_loss: 3.8206e-05


 92/493 [====>.........................] - ETA: 12s - loss: 33.5368 - reconstruction_loss: 33.5472 - kl_loss: 3.8304e-05


 94/493 [====>.........................] - ETA: 12s - loss: 33.5369 - reconstruction_loss: 33.5338 - kl_loss: 3.8403e-05


 96/493 [====>.........................] - ETA: 12s - loss: 33.5371 - reconstruction_loss: 33.5513 - kl_loss: 3.8507e-05


 98/493 [====>.........................] - ETA: 12s - loss: 33.5375 - reconstruction_loss: 33.5616 - kl_loss: 3.8609e-05


100/493 [=====>........................] - ETA: 12s - loss: 33.5380 - reconstruction_loss: 33.5615 - kl_loss: 3.8706e-05


102/493 [=====>........................] - ETA: 12s - loss: 33.5386 - reconstruction_loss: 33.5703 - kl_loss: 3.8802e-05


104/493 [=====>........................] - ETA: 12s - loss: 33.5393 - reconstruction_loss: 33.5791 - kl_loss: 3.8907e-05


106/493 [=====>........................] - ETA: 11s - loss: 33.5399 - reconstruction_loss: 33.5687 - kl_loss: 3.9026e-05


108/493 [=====>........................] - ETA: 11s - loss: 33.5406 - reconstruction_loss: 33.5755 - kl_loss: 3.9155e-05


110/493 [=====>........................] - ETA: 11s - loss: 33.5412 - reconstruction_loss: 33.5668 - kl_loss: 3.9288e-05


112/493 [=====>........................] - ETA: 11s - loss: 33.5420 - reconstruction_loss: 33.5870 - kl_loss: 3.9416e-05


114/493 [=====>........................] - ETA: 11s - loss: 33.5427 - reconstruction_loss: 33.5845 - kl_loss: 3.9537e-05


116/493 [======>.......................] - ETA: 11s - loss: 33.5435 - reconstruction_loss: 33.5851 - kl_loss: 3.9649e-05


118/493 [======>.......................] - ETA: 11s - loss: 33.5442 - reconstruction_loss: 33.5862 - kl_loss: 3.9756e-05


120/493 [======>.......................] - ETA: 11s - loss: 33.5448 - reconstruction_loss: 33.5799 - kl_loss: 3.9866e-05


122/493 [======>.......................] - ETA: 11s - loss: 33.5455 - reconstruction_loss: 33.5921 - kl_loss: 3.9990e-05


124/493 [======>.......................] - ETA: 11s - loss: 33.5464 - reconstruction_loss: 33.6056 - kl_loss: 4.0107e-05


126/493 [======>.......................] - ETA: 11s - loss: 33.5475 - reconstruction_loss: 33.6161 - kl_loss: 4.0203e-05


128/493 [======>.......................] - ETA: 11s - loss: 33.5485 - reconstruction_loss: 33.6124 - kl_loss: 4.0281e-05


130/493 [======>.......................] - ETA: 11s - loss: 33.5495 - reconstruction_loss: 33.6136 - kl_loss: 4.0359e-05


132/493 [=======>......................] - ETA: 11s - loss: 33.5505 - reconstruction_loss: 33.6165 - kl_loss: 4.0449e-05


134/493 [=======>......................] - ETA: 11s - loss: 33.5514 - reconstruction_loss: 33.6046 - kl_loss: 4.0549e-05


136/493 [=======>......................] - ETA: 11s - loss: 33.5522 - reconstruction_loss: 33.6114 - kl_loss: 4.0650e-05


138/493 [=======>......................] - ETA: 11s - loss: 33.5531 - reconstruction_loss: 33.6083 - kl_loss: 4.0736e-05


140/493 [=======>......................] - ETA: 11s - loss: 33.5539 - reconstruction_loss: 33.6114 - kl_loss: 4.0799e-05


142/493 [=======>......................] - ETA: 11s - loss: 33.5547 - reconstruction_loss: 33.6111 - kl_loss: 4.0844e-05


144/493 [=======>......................] - ETA: 10s - loss: 33.5555 - reconstruction_loss: 33.6134 - kl_loss: 4.0876e-05


146/493 [=======>......................] - ETA: 10s - loss: 33.5563 - reconstruction_loss: 33.6108 - kl_loss: 4.0901e-05


147/493 [=======>......................] - ETA: 11s - loss: 33.5567 - reconstruction_loss: 33.6146 - kl_loss: 4.0911e-05


148/493 [========>.....................] - ETA: 11s - loss: 33.5571 - reconstruction_loss: 33.6166 - kl_loss: 4.0920e-05


150/493 [========>.....................] - ETA: 11s - loss: 33.5579 - reconstruction_loss: 33.6152 - kl_loss: 4.0935e-05


152/493 [========>.....................] - ETA: 11s - loss: 33.5586 - reconstruction_loss: 33.6093 - kl_loss: 4.0943e-05


154/493 [========>.....................] - ETA: 10s - loss: 33.5593 - reconstruction_loss: 33.6127 - kl_loss: 4.0945e-05


156/493 [========>.....................] - ETA: 10s - loss: 33.5600 - reconstruction_loss: 33.6154 - kl_loss: 4.0951e-05


158/493 [========>.....................] - ETA: 10s - loss: 33.5608 - reconstruction_loss: 33.6202 - kl_loss: 4.0963e-05


160/493 [========>.....................] - ETA: 10s - loss: 33.5615 - reconstruction_loss: 33.6257 - kl_loss: 4.0982e-05


162/493 [========>.....................] - ETA: 10s - loss: 33.5623 - reconstruction_loss: 33.6188 - kl_loss: 4.1005e-05


164/493 [========>.....................] - ETA: 10s - loss: 33.5629 - reconstruction_loss: 33.6162 - kl_loss: 4.1028e-05


166/493 [=========>....................] - ETA: 10s - loss: 33.5636 - reconstruction_loss: 33.6111 - kl_loss: 4.1049e-05


168/493 [=========>....................] - ETA: 10s - loss: 33.5641 - reconstruction_loss: 33.6128 - kl_loss: 4.1076e-05


170/493 [=========>....................] - ETA: 10s - loss: 33.5648 - reconstruction_loss: 33.6179 - kl_loss: 4.1108e-05


172/493 [=========>....................] - ETA: 10s - loss: 33.5654 - reconstruction_loss: 33.6205 - kl_loss: 4.1145e-05


174/493 [=========>....................] - ETA: 10s - loss: 33.5661 - reconstruction_loss: 33.6188 - kl_loss: 4.1182e-05


176/493 [=========>....................] - ETA: 10s - loss: 33.5666 - reconstruction_loss: 33.6162 - kl_loss: 4.1216e-05


178/493 [=========>....................] - ETA: 10s - loss: 33.5672 - reconstruction_loss: 33.6120 - kl_loss: 4.1238e-05


180/493 [=========>....................] - ETA: 9s - loss: 33.5677 - reconstruction_loss: 33.6139 - kl_loss: 4.1244e-05 


182/493 [==========>...................] - ETA: 9s - loss: 33.5682 - reconstruction_loss: 33.6148 - kl_loss: 4.1237e-05


185/493 [==========>...................] - ETA: 9s - loss: 33.5690 - reconstruction_loss: 33.6131 - kl_loss: 4.1218e-05


188/493 [==========>...................] - ETA: 9s - loss: 33.5697 - reconstruction_loss: 33.6146 - kl_loss: 4.1190e-05


191/493 [==========>...................] - ETA: 9s - loss: 33.5705 - reconstruction_loss: 33.6152 - kl_loss: 4.1167e-05


193/493 [==========>...................] - ETA: 9s - loss: 33.5709 - reconstruction_loss: 33.6092 - kl_loss: 4.1158e-05


195/493 [==========>...................] - ETA: 9s - loss: 33.5713 - reconstruction_loss: 33.6122 - kl_loss: 4.1153e-05


197/493 [==========>...................] - ETA: 9s - loss: 33.5717 - reconstruction_loss: 33.6044 - kl_loss: 4.1159e-05


199/493 [===========>..................] - ETA: 9s - loss: 33.5720 - reconstruction_loss: 33.6009 - kl_loss: 4.1178e-05


202/493 [===========>..................] - ETA: 9s - loss: 33.5724 - reconstruction_loss: 33.6024 - kl_loss: 4.1224e-05


205/493 [===========>..................] - ETA: 8s - loss: 33.5729 - reconstruction_loss: 33.6102 - kl_loss: 4.1300e-05


208/493 [===========>..................] - ETA: 8s - loss: 33.5734 - reconstruction_loss: 33.6045 - kl_loss: 4.1400e-05


211/493 [===========>..................] - ETA: 8s - loss: 33.5739 - reconstruction_loss: 33.6105 - kl_loss: 4.1501e-05


214/493 [============>.................] - ETA: 8s - loss: 33.5745 - reconstruction_loss: 33.6199 - kl_loss: 4.1588e-05


217/493 [============>.................] - ETA: 8s - loss: 33.5750 - reconstruction_loss: 33.6149 - kl_loss: 4.1659e-05


220/493 [============>.................] - ETA: 8s - loss: 33.5755 - reconstruction_loss: 33.6085 - kl_loss: 4.1720e-05


223/493 [============>.................] - ETA: 8s - loss: 33.5760 - reconstruction_loss: 33.6101 - kl_loss: 4.1773e-05


226/493 [============>.................] - ETA: 8s - loss: 33.5764 - reconstruction_loss: 33.6060 - kl_loss: 4.1824e-05


229/493 [============>.................] - ETA: 7s - loss: 33.5769 - reconstruction_loss: 33.6146 - kl_loss: 4.1867e-05


232/493 [=============>................] - ETA: 7s - loss: 33.5774 - reconstruction_loss: 33.6209 - kl_loss: 4.1895e-05


235/493 [=============>................] - ETA: 7s - loss: 33.5780 - reconstruction_loss: 33.6226 - kl_loss: 4.1913e-05


237/493 [=============>................] - ETA: 7s - loss: 33.5784 - reconstruction_loss: 33.6224 - kl_loss: 4.1925e-05


239/493 [=============>................] - ETA: 7s - loss: 33.5788 - reconstruction_loss: 33.6245 - kl_loss: 4.1944e-05


242/493 [=============>................] - ETA: 7s - loss: 33.5793 - reconstruction_loss: 33.6247 - kl_loss: 4.1990e-05


245/493 [=============>................] - ETA: 7s - loss: 33.5799 - reconstruction_loss: 33.6195 - kl_loss: 4.2054e-05


248/493 [==============>...............] - ETA: 7s - loss: 33.5803 - reconstruction_loss: 33.6143 - kl_loss: 4.2134e-05


251/493 [==============>...............] - ETA: 7s - loss: 33.5808 - reconstruction_loss: 33.6199 - kl_loss: 4.2230e-05


254/493 [==============>...............] - ETA: 7s - loss: 33.5812 - reconstruction_loss: 33.6109 - kl_loss: 4.2304e-05


257/493 [==============>...............] - ETA: 6s - loss: 33.5816 - reconstruction_loss: 33.6123 - kl_loss: 4.2357e-05


260/493 [==============>...............] - ETA: 6s - loss: 33.5819 - reconstruction_loss: 33.6165 - kl_loss: 4.2397e-05


263/493 [===============>..............] - ETA: 6s - loss: 33.5823 - reconstruction_loss: 33.6165 - kl_loss: 4.2428e-05


266/493 [===============>..............] - ETA: 6s - loss: 33.5827 - reconstruction_loss: 33.6123 - kl_loss: 4.2447e-05


269/493 [===============>..............] - ETA: 6s - loss: 33.5831 - reconstruction_loss: 33.6157 - kl_loss: 4.2451e-05


272/493 [===============>..............] - ETA: 6s - loss: 33.5834 - reconstruction_loss: 33.6145 - kl_loss: 4.2446e-05


275/493 [===============>..............] - ETA: 6s - loss: 33.5838 - reconstruction_loss: 33.6117 - kl_loss: 4.2430e-05


278/493 [===============>..............] - ETA: 6s - loss: 33.5841 - reconstruction_loss: 33.6120 - kl_loss: 4.2422e-05


280/493 [================>.............] - ETA: 6s - loss: 33.5843 - reconstruction_loss: 33.6190 - kl_loss: 4.2432e-05


283/493 [================>.............] - ETA: 6s - loss: 33.5847 - reconstruction_loss: 33.6243 - kl_loss: 4.2453e-05


286/493 [================>.............] - ETA: 5s - loss: 33.5851 - reconstruction_loss: 33.6254 - kl_loss: 4.2495e-05


289/493 [================>.............] - ETA: 5s - loss: 33.5855 - reconstruction_loss: 33.6239 - kl_loss: 4.2548e-05


292/493 [================>.............] - ETA: 5s - loss: 33.5859 - reconstruction_loss: 33.6300 - kl_loss: 4.2602e-05


295/493 [================>.............] - ETA: 5s - loss: 33.5864 - reconstruction_loss: 33.6297 - kl_loss: 4.2664e-05


298/493 [=================>............] - ETA: 5s - loss: 33.5869 - reconstruction_loss: 33.6334 - kl_loss: 4.2724e-05


301/493 [=================>............] - ETA: 5s - loss: 33.5873 - reconstruction_loss: 33.6296 - kl_loss: 4.2760e-05


304/493 [=================>............] - ETA: 5s - loss: 33.5877 - reconstruction_loss: 33.6285 - kl_loss: 4.2771e-05


306/493 [=================>............] - ETA: 5s - loss: 33.5880 - reconstruction_loss: 33.6290 - kl_loss: 4.2775e-05


308/493 [=================>............] - ETA: 5s - loss: 33.5883 - reconstruction_loss: 33.6330 - kl_loss: 4.2784e-05


310/493 [=================>............] - ETA: 5s - loss: 33.5885 - reconstruction_loss: 33.6325 - kl_loss: 4.2804e-05


312/493 [=================>............] - ETA: 5s - loss: 33.5888 - reconstruction_loss: 33.6348 - kl_loss: 4.2838e-05


314/493 [==================>...........] - ETA: 5s - loss: 33.5891 - reconstruction_loss: 33.6336 - kl_loss: 4.2881e-05


317/493 [==================>...........] - ETA: 5s - loss: 33.5895 - reconstruction_loss: 33.6377 - kl_loss: 4.2952e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.5900 - reconstruction_loss: 33.6400 - kl_loss: 4.3016e-05


323/493 [==================>...........] - ETA: 4s - loss: 33.5905 - reconstruction_loss: 33.6373 - kl_loss: 4.3069e-05


325/493 [==================>...........] - ETA: 4s - loss: 33.5907 - reconstruction_loss: 33.6360 - kl_loss: 4.3100e-05


328/493 [==================>...........] - ETA: 4s - loss: 33.5911 - reconstruction_loss: 33.6338 - kl_loss: 4.3141e-05


331/493 [===================>..........] - ETA: 4s - loss: 33.5915 - reconstruction_loss: 33.6295 - kl_loss: 4.3171e-05


334/493 [===================>..........] - ETA: 4s - loss: 33.5919 - reconstruction_loss: 33.6388 - kl_loss: 4.3194e-05


336/493 [===================>..........] - ETA: 4s - loss: 33.5922 - reconstruction_loss: 33.6390 - kl_loss: 4.3216e-05


338/493 [===================>..........] - ETA: 4s - loss: 33.5925 - reconstruction_loss: 33.6401 - kl_loss: 4.3248e-05


341/493 [===================>..........] - ETA: 4s - loss: 33.5929 - reconstruction_loss: 33.6373 - kl_loss: 4.3310e-05


344/493 [===================>..........] - ETA: 4s - loss: 33.5933 - reconstruction_loss: 33.6407 - kl_loss: 4.3378e-05


347/493 [====================>.........] - ETA: 4s - loss: 33.5937 - reconstruction_loss: 33.6422 - kl_loss: 4.3434e-05


350/493 [====================>.........] - ETA: 4s - loss: 33.5941 - reconstruction_loss: 33.6419 - kl_loss: 4.3472e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.5945 - reconstruction_loss: 33.6446 - kl_loss: 4.3492e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.5949 - reconstruction_loss: 33.6401 - kl_loss: 4.3507e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.5952 - reconstruction_loss: 33.6356 - kl_loss: 4.3518e-05


360/493 [====================>.........] - ETA: 3s - loss: 33.5954 - reconstruction_loss: 33.6347 - kl_loss: 4.3531e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.5955 - reconstruction_loss: 33.6355 - kl_loss: 4.3537e-05


363/493 [=====================>........] - ETA: 3s - loss: 33.5957 - reconstruction_loss: 33.6367 - kl_loss: 4.3545e-05


365/493 [=====================>........] - ETA: 3s - loss: 33.5959 - reconstruction_loss: 33.6365 - kl_loss: 4.3551e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.5962 - reconstruction_loss: 33.6353 - kl_loss: 4.3555e-05


369/493 [=====================>........] - ETA: 3s - loss: 33.5964 - reconstruction_loss: 33.6357 - kl_loss: 4.3557e-05


371/493 [=====================>........] - ETA: 3s - loss: 33.5966 - reconstruction_loss: 33.6361 - kl_loss: 4.3556e-05


374/493 [=====================>........] - ETA: 3s - loss: 33.5969 - reconstruction_loss: 33.6328 - kl_loss: 4.3557e-05


376/493 [=====================>........] - ETA: 3s - loss: 33.5971 - reconstruction_loss: 33.6281 - kl_loss: 4.3562e-05


378/493 [======================>.......] - ETA: 3s - loss: 33.5972 - reconstruction_loss: 33.6280 - kl_loss: 4.3568e-05


381/493 [======================>.......] - ETA: 3s - loss: 33.5975 - reconstruction_loss: 33.6266 - kl_loss: 4.3578e-05


384/493 [======================>.......] - ETA: 3s - loss: 33.5977 - reconstruction_loss: 33.6278 - kl_loss: 4.3588e-05


387/493 [======================>.......] - ETA: 2s - loss: 33.5980 - reconstruction_loss: 33.6350 - kl_loss: 4.3596e-05


390/493 [======================>.......] - ETA: 2s - loss: 33.5982 - reconstruction_loss: 33.6343 - kl_loss: 4.3605e-05


393/493 [======================>.......] - ETA: 2s - loss: 33.5985 - reconstruction_loss: 33.6322 - kl_loss: 4.3607e-05


396/493 [=======================>......] - ETA: 2s - loss: 33.5988 - reconstruction_loss: 33.6354 - kl_loss: 4.3603e-05


399/493 [=======================>......] - ETA: 2s - loss: 33.5990 - reconstruction_loss: 33.6336 - kl_loss: 4.3602e-05


401/493 [=======================>......] - ETA: 2s - loss: 33.5992 - reconstruction_loss: 33.6367 - kl_loss: 4.3603e-05


404/493 [=======================>......] - ETA: 2s - loss: 33.5995 - reconstruction_loss: 33.6348 - kl_loss: 4.3607e-05


407/493 [=======================>......] - ETA: 2s - loss: 33.5997 - reconstruction_loss: 33.6299 - kl_loss: 4.3606e-05


410/493 [=======================>......] - ETA: 2s - loss: 33.5999 - reconstruction_loss: 33.6278 - kl_loss: 4.3591e-05


413/493 [========================>.....] - ETA: 2s - loss: 33.6001 - reconstruction_loss: 33.6248 - kl_loss: 4.3565e-05


416/493 [========================>.....] - ETA: 2s - loss: 33.6003 - reconstruction_loss: 33.6296 - kl_loss: 4.3529e-05


419/493 [========================>.....] - ETA: 2s - loss: 33.6005 - reconstruction_loss: 33.6309 - kl_loss: 4.3490e-05


421/493 [========================>.....] - ETA: 2s - loss: 33.6007 - reconstruction_loss: 33.6318 - kl_loss: 4.3464e-05


424/493 [========================>.....] - ETA: 1s - loss: 33.6009 - reconstruction_loss: 33.6311 - kl_loss: 4.3423e-05


427/493 [========================>.....] - ETA: 1s - loss: 33.6011 - reconstruction_loss: 33.6335 - kl_loss: 4.3383e-05


430/493 [=========================>....] - ETA: 1s - loss: 33.6014 - reconstruction_loss: 33.6327 - kl_loss: 4.3356e-05


432/493 [=========================>....] - ETA: 1s - loss: 33.6015 - reconstruction_loss: 33.6311 - kl_loss: 4.3345e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6017 - reconstruction_loss: 33.6283 - kl_loss: 4.3330e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6019 - reconstruction_loss: 33.6306 - kl_loss: 4.3306e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6021 - reconstruction_loss: 33.6305 - kl_loss: 4.3270e-05


443/493 [=========================>....] - ETA: 1s - loss: 33.6022 - reconstruction_loss: 33.6335 - kl_loss: 4.3239e-05


445/493 [==========================>...] - ETA: 1s - loss: 33.6024 - reconstruction_loss: 33.6320 - kl_loss: 4.3208e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6025 - reconstruction_loss: 33.6292 - kl_loss: 4.3177e-05


449/493 [==========================>...] - ETA: 1s - loss: 33.6026 - reconstruction_loss: 33.6297 - kl_loss: 4.3142e-05


452/493 [==========================>...] - ETA: 1s - loss: 33.6028 - reconstruction_loss: 33.6303 - kl_loss: 4.3085e-05


454/493 [==========================>...] - ETA: 1s - loss: 33.6029 - reconstruction_loss: 33.6312 - kl_loss: 4.3043e-05


456/493 [==========================>...] - ETA: 1s - loss: 33.6030 - reconstruction_loss: 33.6305 - kl_loss: 4.3000e-05


458/493 [==========================>...] - ETA: 0s - loss: 33.6032 - reconstruction_loss: 33.6339 - kl_loss: 4.2955e-05


460/493 [==========================>...] - ETA: 0s - loss: 33.6033 - reconstruction_loss: 33.6357 - kl_loss: 4.2907e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6035 - reconstruction_loss: 33.6398 - kl_loss: 4.2859e-05


464/493 [===========================>..] - ETA: 0s - loss: 33.6036 - reconstruction_loss: 33.6428 - kl_loss: 4.2811e-05


467/493 [===========================>..] - ETA: 0s - loss: 33.6039 - reconstruction_loss: 33.6374 - kl_loss: 4.2739e-05


469/493 [===========================>..] - ETA: 0s - loss: 33.6040 - reconstruction_loss: 33.6379 - kl_loss: 4.2691e-05


472/493 [===========================>..] - ETA: 0s - loss: 33.6042 - reconstruction_loss: 33.6381 - kl_loss: 4.2624e-05


475/493 [===========================>..] - ETA: 0s - loss: 33.6044 - reconstruction_loss: 33.6394 - kl_loss: 4.2563e-05


478/493 [============================>.] - ETA: 0s - loss: 33.6047 - reconstruction_loss: 33.6421 - kl_loss: 4.2505e-05


481/493 [============================>.] - ETA: 0s - loss: 33.6049 - reconstruction_loss: 33.6413 - kl_loss: 4.2445e-05


483/493 [============================>.] - ETA: 0s - loss: 33.6050 - reconstruction_loss: 33.6420 - kl_loss: 4.2401e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6053 - reconstruction_loss: 33.6411 - kl_loss: 4.2332e-05


489/493 [============================>.] - ETA: 0s - loss: 33.6055 - reconstruction_loss: 33.6427 - kl_loss: 4.2260e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6057 - reconstruction_loss: 33.6432 - kl_loss: 4.2193e-05


493/493 [==============================] - 14s 28ms/step - loss: 33.6057 - reconstruction_loss: 33.5872 - kl_loss: 4.2172e-05

Epoch 9/30

  1/493 [..............................] - ETA: 11s - loss: 32.6326 - reconstruction_loss: 32.6326 - kl_loss: 3.2008e-05


  4/493 [..............................] - ETA: 11s - loss: 33.0762 - reconstruction_loss: 33.3430 - kl_loss: 3.1404e-05


  7/493 [..............................] - ETA: 11s - loss: 33.2533 - reconstruction_loss: 33.3911 - kl_loss: 3.0560e-05


 10/493 [..............................] - ETA: 11s - loss: 33.3525 - reconstruction_loss: 33.5843 - kl_loss: 2.9835e-05


 13/493 [..............................] - ETA: 11s - loss: 33.4105 - reconstruction_loss: 33.6216 - kl_loss: 2.9298e-05


 16/493 [..............................] - ETA: 11s - loss: 33.4517 - reconstruction_loss: 33.6520 - kl_loss: 2.8910e-05


 19/493 [>.............................] - ETA: 11s - loss: 33.4835 - reconstruction_loss: 33.6144 - kl_loss: 2.8703e-05


 22/493 [>.............................] - ETA: 11s - loss: 33.5008 - reconstruction_loss: 33.6230 - kl_loss: 2.8591e-05


 24/493 [>.............................] - ETA: 11s - loss: 33.5094 - reconstruction_loss: 33.5962 - kl_loss: 2.8516e-05


 27/493 [>.............................] - ETA: 11s - loss: 33.5216 - reconstruction_loss: 33.6373 - kl_loss: 2.8469e-05


 30/493 [>.............................] - ETA: 11s - loss: 33.5341 - reconstruction_loss: 33.6616 - kl_loss: 2.8652e-05


 33/493 [=>............................] - ETA: 11s - loss: 33.5474 - reconstruction_loss: 33.6834 - kl_loss: 2.9051e-05


 35/493 [=>............................] - ETA: 11s - loss: 33.5558 - reconstruction_loss: 33.6919 - kl_loss: 2.9407e-05


 38/493 [=>............................] - ETA: 10s - loss: 33.5654 - reconstruction_loss: 33.6845 - kl_loss: 2.9951e-05


 41/493 [=>............................] - ETA: 10s - loss: 33.5738 - reconstruction_loss: 33.6699 - kl_loss: 3.0452e-05


 44/493 [=>............................] - ETA: 10s - loss: 33.5800 - reconstruction_loss: 33.6693 - kl_loss: 3.0802e-05


 47/493 [=>............................] - ETA: 10s - loss: 33.5853 - reconstruction_loss: 33.6549 - kl_loss: 3.1027e-05


 50/493 [==>...........................] - ETA: 10s - loss: 33.5899 - reconstruction_loss: 33.6681 - kl_loss: 3.1116e-05


 53/493 [==>...........................] - ETA: 10s - loss: 33.5942 - reconstruction_loss: 33.6709 - kl_loss: 3.1139e-05


 56/493 [==>...........................] - ETA: 10s - loss: 33.5977 - reconstruction_loss: 33.6449 - kl_loss: 3.1146e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.6007 - reconstruction_loss: 33.6623 - kl_loss: 3.1210e-05


 62/493 [==>...........................] - ETA: 10s - loss: 33.6033 - reconstruction_loss: 33.6464 - kl_loss: 3.1331e-05


 65/493 [==>...........................] - ETA: 10s - loss: 33.6046 - reconstruction_loss: 33.6424 - kl_loss: 3.1513e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.6058 - reconstruction_loss: 33.6275 - kl_loss: 3.1729e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.6061 - reconstruction_loss: 33.6050 - kl_loss: 3.1961e-05


 74/493 [===>..........................] - ETA: 10s - loss: 33.6062 - reconstruction_loss: 33.6068 - kl_loss: 3.2195e-05


 76/493 [===>..........................] - ETA: 10s - loss: 33.6062 - reconstruction_loss: 33.6092 - kl_loss: 3.2353e-05


 78/493 [===>..........................] - ETA: 9s - loss: 33.6061 - reconstruction_loss: 33.6003 - kl_loss: 3.2497e-05 


 81/493 [===>..........................] - ETA: 9s - loss: 33.6056 - reconstruction_loss: 33.5830 - kl_loss: 3.2675e-05


 84/493 [====>.........................] - ETA: 9s - loss: 33.6049 - reconstruction_loss: 33.5949 - kl_loss: 3.2841e-05


 87/493 [====>.........................] - ETA: 9s - loss: 33.6046 - reconstruction_loss: 33.5914 - kl_loss: 3.3018e-05


 90/493 [====>.........................] - ETA: 9s - loss: 33.6044 - reconstruction_loss: 33.5922 - kl_loss: 3.3199e-05


 92/493 [====>.........................] - ETA: 9s - loss: 33.6042 - reconstruction_loss: 33.5916 - kl_loss: 3.3308e-05


 95/493 [====>.........................] - ETA: 9s - loss: 33.6041 - reconstruction_loss: 33.6078 - kl_loss: 3.3446e-05


 98/493 [====>.........................] - ETA: 9s - loss: 33.6048 - reconstruction_loss: 33.6329 - kl_loss: 3.3546e-05


101/493 [=====>........................] - ETA: 9s - loss: 33.6057 - reconstruction_loss: 33.6291 - kl_loss: 3.3607e-05


104/493 [=====>........................] - ETA: 9s - loss: 33.6062 - reconstruction_loss: 33.6183 - kl_loss: 3.3654e-05


107/493 [=====>........................] - ETA: 9s - loss: 33.6068 - reconstruction_loss: 33.6265 - kl_loss: 3.3713e-05


110/493 [=====>........................] - ETA: 9s - loss: 33.6078 - reconstruction_loss: 33.6484 - kl_loss: 3.3803e-05


113/493 [=====>........................] - ETA: 9s - loss: 33.6092 - reconstruction_loss: 33.6741 - kl_loss: 3.3934e-05


116/493 [======>.......................] - ETA: 9s - loss: 33.6110 - reconstruction_loss: 33.6721 - kl_loss: 3.4093e-05


118/493 [======>.......................] - ETA: 9s - loss: 33.6120 - reconstruction_loss: 33.6748 - kl_loss: 3.4202e-05


121/493 [======>.......................] - ETA: 8s - loss: 33.6133 - reconstruction_loss: 33.6582 - kl_loss: 3.4344e-05


124/493 [======>.......................] - ETA: 8s - loss: 33.6146 - reconstruction_loss: 33.6692 - kl_loss: 3.4447e-05


127/493 [======>.......................] - ETA: 8s - loss: 33.6159 - reconstruction_loss: 33.6628 - kl_loss: 3.4537e-05


130/493 [======>.......................] - ETA: 8s - loss: 33.6172 - reconstruction_loss: 33.6777 - kl_loss: 3.4624e-05


133/493 [=======>......................] - ETA: 8s - loss: 33.6186 - reconstruction_loss: 33.6801 - kl_loss: 3.4708e-05


136/493 [=======>......................] - ETA: 8s - loss: 33.6198 - reconstruction_loss: 33.6721 - kl_loss: 3.4774e-05


139/493 [=======>......................] - ETA: 8s - loss: 33.6208 - reconstruction_loss: 33.6613 - kl_loss: 3.4765e-05


142/493 [=======>......................] - ETA: 8s - loss: 33.6216 - reconstruction_loss: 33.6608 - kl_loss: 3.4734e-05


145/493 [=======>......................] - ETA: 8s - loss: 33.6225 - reconstruction_loss: 33.6660 - kl_loss: 3.4747e-05


148/493 [========>.....................] - ETA: 8s - loss: 33.6233 - reconstruction_loss: 33.6606 - kl_loss: 3.4813e-05


151/493 [========>.....................] - ETA: 8s - loss: 33.6240 - reconstruction_loss: 33.6564 - kl_loss: 3.4885e-05


154/493 [========>.....................] - ETA: 8s - loss: 33.6246 - reconstruction_loss: 33.6568 - kl_loss: 3.4957e-05


157/493 [========>.....................] - ETA: 8s - loss: 33.6250 - reconstruction_loss: 33.6358 - kl_loss: 3.5056e-05


160/493 [========>.....................] - ETA: 8s - loss: 33.6250 - reconstruction_loss: 33.6250 - kl_loss: 3.5182e-05


162/493 [========>.....................] - ETA: 7s - loss: 33.6250 - reconstruction_loss: 33.6197 - kl_loss: 3.5274e-05


165/493 [=========>....................] - ETA: 7s - loss: 33.6249 - reconstruction_loss: 33.6252 - kl_loss: 3.5400e-05


168/493 [=========>....................] - ETA: 7s - loss: 33.6249 - reconstruction_loss: 33.6305 - kl_loss: 3.5522e-05


170/493 [=========>....................] - ETA: 7s - loss: 33.6250 - reconstruction_loss: 33.6272 - kl_loss: 3.5603e-05


172/493 [=========>....................] - ETA: 7s - loss: 33.6250 - reconstruction_loss: 33.6267 - kl_loss: 3.5675e-05


174/493 [=========>....................] - ETA: 7s - loss: 33.6251 - reconstruction_loss: 33.6316 - kl_loss: 3.5735e-05


176/493 [=========>....................] - ETA: 7s - loss: 33.6252 - reconstruction_loss: 33.6323 - kl_loss: 3.5786e-05


179/493 [=========>....................] - ETA: 7s - loss: 33.6253 - reconstruction_loss: 33.6362 - kl_loss: 3.5862e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.6257 - reconstruction_loss: 33.6487 - kl_loss: 3.5935e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.6261 - reconstruction_loss: 33.6500 - kl_loss: 3.6000e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6264 - reconstruction_loss: 33.6510 - kl_loss: 3.6028e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.6267 - reconstruction_loss: 33.6421 - kl_loss: 3.6023e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.6270 - reconstruction_loss: 33.6435 - kl_loss: 3.6013e-05


197/493 [==========>...................] - ETA: 7s - loss: 33.6272 - reconstruction_loss: 33.6384 - kl_loss: 3.6003e-05


199/493 [===========>..................] - ETA: 7s - loss: 33.6273 - reconstruction_loss: 33.6407 - kl_loss: 3.5988e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.6274 - reconstruction_loss: 33.6431 - kl_loss: 3.5980e-05


202/493 [===========>..................] - ETA: 7s - loss: 33.6276 - reconstruction_loss: 33.6462 - kl_loss: 3.5966e-05


205/493 [===========>..................] - ETA: 7s - loss: 33.6278 - reconstruction_loss: 33.6418 - kl_loss: 3.5962e-05


208/493 [===========>..................] - ETA: 6s - loss: 33.6281 - reconstruction_loss: 33.6507 - kl_loss: 3.5960e-05


211/493 [===========>..................] - ETA: 6s - loss: 33.6285 - reconstruction_loss: 33.6605 - kl_loss: 3.5959e-05


214/493 [============>.................] - ETA: 6s - loss: 33.6290 - reconstruction_loss: 33.6687 - kl_loss: 3.5963e-05


216/493 [============>.................] - ETA: 6s - loss: 33.6294 - reconstruction_loss: 33.6683 - kl_loss: 3.5967e-05


219/493 [============>.................] - ETA: 6s - loss: 33.6300 - reconstruction_loss: 33.6757 - kl_loss: 3.5971e-05


222/493 [============>.................] - ETA: 6s - loss: 33.6306 - reconstruction_loss: 33.6759 - kl_loss: 3.5982e-05


225/493 [============>.................] - ETA: 6s - loss: 33.6313 - reconstruction_loss: 33.6738 - kl_loss: 3.5998e-05


226/493 [============>.................] - ETA: 6s - loss: 33.6315 - reconstruction_loss: 33.6783 - kl_loss: 3.6004e-05


229/493 [============>.................] - ETA: 6s - loss: 33.6321 - reconstruction_loss: 33.6824 - kl_loss: 3.6026e-05


231/493 [=============>................] - ETA: 6s - loss: 33.6325 - reconstruction_loss: 33.6842 - kl_loss: 3.6044e-05


234/493 [=============>................] - ETA: 6s - loss: 33.6332 - reconstruction_loss: 33.6858 - kl_loss: 3.6063e-05


237/493 [=============>................] - ETA: 6s - loss: 33.6339 - reconstruction_loss: 33.6875 - kl_loss: 3.6066e-05


240/493 [=============>................] - ETA: 6s - loss: 33.6346 - reconstruction_loss: 33.6883 - kl_loss: 3.6045e-05


242/493 [=============>................] - ETA: 6s - loss: 33.6350 - reconstruction_loss: 33.6784 - kl_loss: 3.6019e-05


244/493 [=============>................] - ETA: 6s - loss: 33.6353 - reconstruction_loss: 33.6719 - kl_loss: 3.5992e-05


247/493 [==============>...............] - ETA: 6s - loss: 33.6357 - reconstruction_loss: 33.6664 - kl_loss: 3.5956e-05


250/493 [==============>...............] - ETA: 6s - loss: 33.6360 - reconstruction_loss: 33.6614 - kl_loss: 3.5907e-05


252/493 [==============>...............] - ETA: 5s - loss: 33.6362 - reconstruction_loss: 33.6622 - kl_loss: 3.5864e-05


255/493 [==============>...............] - ETA: 5s - loss: 33.6366 - reconstruction_loss: 33.6671 - kl_loss: 3.5779e-05


258/493 [==============>...............] - ETA: 5s - loss: 33.6368 - reconstruction_loss: 33.6597 - kl_loss: 3.5699e-05


260/493 [==============>...............] - ETA: 5s - loss: 33.6370 - reconstruction_loss: 33.6588 - kl_loss: 3.5666e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.6372 - reconstruction_loss: 33.6524 - kl_loss: 3.5634e-05


265/493 [===============>..............] - ETA: 5s - loss: 33.6373 - reconstruction_loss: 33.6497 - kl_loss: 3.5607e-05


268/493 [===============>..............] - ETA: 5s - loss: 33.6375 - reconstruction_loss: 33.6519 - kl_loss: 3.5557e-05


270/493 [===============>..............] - ETA: 5s - loss: 33.6376 - reconstruction_loss: 33.6459 - kl_loss: 3.5531e-05


272/493 [===============>..............] - ETA: 5s - loss: 33.6376 - reconstruction_loss: 33.6422 - kl_loss: 3.5515e-05


274/493 [===============>..............] - ETA: 5s - loss: 33.6376 - reconstruction_loss: 33.6361 - kl_loss: 3.5504e-05


277/493 [===============>..............] - ETA: 5s - loss: 33.6375 - reconstruction_loss: 33.6301 - kl_loss: 3.5499e-05


280/493 [================>.............] - ETA: 5s - loss: 33.6374 - reconstruction_loss: 33.6292 - kl_loss: 3.5520e-05


282/493 [================>.............] - ETA: 5s - loss: 33.6374 - reconstruction_loss: 33.6269 - kl_loss: 3.5550e-05


285/493 [================>.............] - ETA: 5s - loss: 33.6373 - reconstruction_loss: 33.6278 - kl_loss: 3.5605e-05


288/493 [================>.............] - ETA: 5s - loss: 33.6371 - reconstruction_loss: 33.6164 - kl_loss: 3.5673e-05


290/493 [================>.............] - ETA: 5s - loss: 33.6369 - reconstruction_loss: 33.6207 - kl_loss: 3.5728e-05


292/493 [================>.............] - ETA: 5s - loss: 33.6368 - reconstruction_loss: 33.6201 - kl_loss: 3.5790e-05


294/493 [================>.............] - ETA: 4s - loss: 33.6367 - reconstruction_loss: 33.6194 - kl_loss: 3.5856e-05


296/493 [=================>............] - ETA: 4s - loss: 33.6366 - reconstruction_loss: 33.6189 - kl_loss: 3.5924e-05


298/493 [=================>............] - ETA: 4s - loss: 33.6365 - reconstruction_loss: 33.6209 - kl_loss: 3.5989e-05


300/493 [=================>............] - ETA: 4s - loss: 33.6364 - reconstruction_loss: 33.6227 - kl_loss: 3.6046e-05


303/493 [=================>............] - ETA: 4s - loss: 33.6363 - reconstruction_loss: 33.6315 - kl_loss: 3.6116e-05


305/493 [=================>............] - ETA: 4s - loss: 33.6363 - reconstruction_loss: 33.6358 - kl_loss: 3.6157e-05


307/493 [=================>............] - ETA: 4s - loss: 33.6363 - reconstruction_loss: 33.6331 - kl_loss: 3.6200e-05


309/493 [=================>............] - ETA: 4s - loss: 33.6363 - reconstruction_loss: 33.6365 - kl_loss: 3.6243e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6363 - reconstruction_loss: 33.6386 - kl_loss: 3.6291e-05


313/493 [==================>...........] - ETA: 4s - loss: 33.6363 - reconstruction_loss: 33.6416 - kl_loss: 3.6350e-05


315/493 [==================>...........] - ETA: 4s - loss: 33.6364 - reconstruction_loss: 33.6439 - kl_loss: 3.6419e-05


317/493 [==================>...........] - ETA: 4s - loss: 33.6364 - reconstruction_loss: 33.6427 - kl_loss: 3.6499e-05


319/493 [==================>...........] - ETA: 4s - loss: 33.6365 - reconstruction_loss: 33.6425 - kl_loss: 3.6579e-05


322/493 [==================>...........] - ETA: 4s - loss: 33.6365 - reconstruction_loss: 33.6464 - kl_loss: 3.6696e-05


325/493 [==================>...........] - ETA: 4s - loss: 33.6366 - reconstruction_loss: 33.6428 - kl_loss: 3.6804e-05


328/493 [==================>...........] - ETA: 4s - loss: 33.6367 - reconstruction_loss: 33.6507 - kl_loss: 3.6902e-05


331/493 [===================>..........] - ETA: 4s - loss: 33.6368 - reconstruction_loss: 33.6512 - kl_loss: 3.6984e-05


334/493 [===================>..........] - ETA: 3s - loss: 33.6370 - reconstruction_loss: 33.6511 - kl_loss: 3.7053e-05


337/493 [===================>..........] - ETA: 3s - loss: 33.6371 - reconstruction_loss: 33.6530 - kl_loss: 3.7133e-05


338/493 [===================>..........] - ETA: 3s - loss: 33.6372 - reconstruction_loss: 33.6538 - kl_loss: 3.7166e-05


340/493 [===================>..........] - ETA: 3s - loss: 33.6373 - reconstruction_loss: 33.6523 - kl_loss: 3.7247e-05


342/493 [===================>..........] - ETA: 3s - loss: 33.6373 - reconstruction_loss: 33.6532 - kl_loss: 3.7346e-05


344/493 [===================>..........] - ETA: 3s - loss: 33.6374 - reconstruction_loss: 33.6535 - kl_loss: 3.7459e-05


346/493 [====================>.........] - ETA: 3s - loss: 33.6375 - reconstruction_loss: 33.6509 - kl_loss: 3.7581e-05


348/493 [====================>.........] - ETA: 3s - loss: 33.6376 - reconstruction_loss: 33.6507 - kl_loss: 3.7706e-05


351/493 [====================>.........] - ETA: 3s - loss: 33.6377 - reconstruction_loss: 33.6477 - kl_loss: 3.7888e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6378 - reconstruction_loss: 33.6495 - kl_loss: 3.8006e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.6378 - reconstruction_loss: 33.6490 - kl_loss: 3.8182e-05


359/493 [====================>.........] - ETA: 3s - loss: 33.6379 - reconstruction_loss: 33.6410 - kl_loss: 3.8340e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.6379 - reconstruction_loss: 33.6411 - kl_loss: 3.8430e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.6379 - reconstruction_loss: 33.6353 - kl_loss: 3.8548e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.6379 - reconstruction_loss: 33.6438 - kl_loss: 3.8660e-05


369/493 [=====================>........] - ETA: 3s - loss: 33.6380 - reconstruction_loss: 33.6446 - kl_loss: 3.8735e-05


372/493 [=====================>........] - ETA: 3s - loss: 33.6380 - reconstruction_loss: 33.6501 - kl_loss: 3.8835e-05


375/493 [=====================>........] - ETA: 2s - loss: 33.6381 - reconstruction_loss: 33.6489 - kl_loss: 3.8918e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.6383 - reconstruction_loss: 33.6556 - kl_loss: 3.8983e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.6384 - reconstruction_loss: 33.6555 - kl_loss: 3.9031e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.6385 - reconstruction_loss: 33.6545 - kl_loss: 3.9066e-05


387/493 [======================>.......] - ETA: 2s - loss: 33.6386 - reconstruction_loss: 33.6544 - kl_loss: 3.9087e-05


390/493 [======================>.......] - ETA: 2s - loss: 33.6388 - reconstruction_loss: 33.6569 - kl_loss: 3.9093e-05


393/493 [======================>.......] - ETA: 2s - loss: 33.6389 - reconstruction_loss: 33.6525 - kl_loss: 3.9089e-05


396/493 [=======================>......] - ETA: 2s - loss: 33.6390 - reconstruction_loss: 33.6464 - kl_loss: 3.9079e-05


398/493 [=======================>......] - ETA: 2s - loss: 33.6390 - reconstruction_loss: 33.6442 - kl_loss: 3.9069e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.6390 - reconstruction_loss: 33.6419 - kl_loss: 3.9058e-05


402/493 [=======================>......] - ETA: 2s - loss: 33.6390 - reconstruction_loss: 33.6406 - kl_loss: 3.9044e-05


404/493 [=======================>......] - ETA: 2s - loss: 33.6390 - reconstruction_loss: 33.6416 - kl_loss: 3.9028e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6390 - reconstruction_loss: 33.6403 - kl_loss: 3.9012e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6391 - reconstruction_loss: 33.6416 - kl_loss: 3.8997e-05


410/493 [=======================>......] - ETA: 2s - loss: 33.6391 - reconstruction_loss: 33.6442 - kl_loss: 3.8982e-05


412/493 [========================>.....] - ETA: 2s - loss: 33.6391 - reconstruction_loss: 33.6471 - kl_loss: 3.8969e-05


414/493 [========================>.....] - ETA: 1s - loss: 33.6391 - reconstruction_loss: 33.6455 - kl_loss: 3.8960e-05


417/493 [========================>.....] - ETA: 1s - loss: 33.6392 - reconstruction_loss: 33.6442 - kl_loss: 3.8945e-05


419/493 [========================>.....] - ETA: 1s - loss: 33.6392 - reconstruction_loss: 33.6448 - kl_loss: 3.8932e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6392 - reconstruction_loss: 33.6424 - kl_loss: 3.8918e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6392 - reconstruction_loss: 33.6419 - kl_loss: 3.8903e-05


425/493 [========================>.....] - ETA: 1s - loss: 33.6392 - reconstruction_loss: 33.6358 - kl_loss: 3.8885e-05


427/493 [========================>.....] - ETA: 1s - loss: 33.6392 - reconstruction_loss: 33.6350 - kl_loss: 3.8861e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6392 - reconstruction_loss: 33.6342 - kl_loss: 3.8834e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6391 - reconstruction_loss: 33.6299 - kl_loss: 3.8803e-05


434/493 [=========================>....] - ETA: 1s - loss: 33.6391 - reconstruction_loss: 33.6297 - kl_loss: 3.8752e-05


437/493 [=========================>....] - ETA: 1s - loss: 33.6390 - reconstruction_loss: 33.6302 - kl_loss: 3.8704e-05


439/493 [=========================>....] - ETA: 1s - loss: 33.6390 - reconstruction_loss: 33.6327 - kl_loss: 3.8675e-05


442/493 [=========================>....] - ETA: 1s - loss: 33.6389 - reconstruction_loss: 33.6301 - kl_loss: 3.8631e-05


445/493 [==========================>...] - ETA: 1s - loss: 33.6389 - reconstruction_loss: 33.6328 - kl_loss: 3.8586e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6389 - reconstruction_loss: 33.6330 - kl_loss: 3.8553e-05


449/493 [==========================>...] - ETA: 1s - loss: 33.6388 - reconstruction_loss: 33.6332 - kl_loss: 3.8517e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.6388 - reconstruction_loss: 33.6363 - kl_loss: 3.8480e-05


452/493 [==========================>...] - ETA: 1s - loss: 33.6388 - reconstruction_loss: 33.6337 - kl_loss: 3.8461e-05


454/493 [==========================>...] - ETA: 0s - loss: 33.6388 - reconstruction_loss: 33.6379 - kl_loss: 3.8425e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6388 - reconstruction_loss: 33.6381 - kl_loss: 3.8387e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.6388 - reconstruction_loss: 33.6402 - kl_loss: 3.8330e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6388 - reconstruction_loss: 33.6409 - kl_loss: 3.8270e-05


464/493 [===========================>..] - ETA: 0s - loss: 33.6388 - reconstruction_loss: 33.6469 - kl_loss: 3.8233e-05


466/493 [===========================>..] - ETA: 0s - loss: 33.6389 - reconstruction_loss: 33.6458 - kl_loss: 3.8199e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6389 - reconstruction_loss: 33.6451 - kl_loss: 3.8170e-05


470/493 [===========================>..] - ETA: 0s - loss: 33.6389 - reconstruction_loss: 33.6448 - kl_loss: 3.8147e-05


472/493 [===========================>..] - ETA: 0s - loss: 33.6389 - reconstruction_loss: 33.6439 - kl_loss: 3.8133e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6390 - reconstruction_loss: 33.6433 - kl_loss: 3.8124e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6390 - reconstruction_loss: 33.6455 - kl_loss: 3.8116e-05


478/493 [============================>.] - ETA: 0s - loss: 33.6390 - reconstruction_loss: 33.6447 - kl_loss: 3.8104e-05


480/493 [============================>.] - ETA: 0s - loss: 33.6390 - reconstruction_loss: 33.6444 - kl_loss: 3.8088e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6391 - reconstruction_loss: 33.6434 - kl_loss: 3.8073e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6391 - reconstruction_loss: 33.6438 - kl_loss: 3.8063e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6391 - reconstruction_loss: 33.6452 - kl_loss: 3.8054e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6391 - reconstruction_loss: 33.6450 - kl_loss: 3.8044e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6391 - reconstruction_loss: 33.6435 - kl_loss: 3.8034e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6392 - reconstruction_loss: 33.6419 - kl_loss: 3.8027e-05


493/493 [==============================] - 13s 26ms/step - loss: 33.6389 - reconstruction_loss: 33.5861 - kl_loss: 3.8024e-05

Epoch 10/30

  1/493 [..............................] - ETA: 12s - loss: 32.6134 - reconstruction_loss: 32.6133 - kl_loss: 3.6597e-05


  3/493 [..............................] - ETA: 12s - loss: 32.7673 - reconstruction_loss: 33.1458 - kl_loss: 3.6389e-05


  5/493 [..............................] - ETA: 12s - loss: 32.9959 - reconstruction_loss: 33.4161 - kl_loss: 3.6156e-05


  7/493 [..............................] - ETA: 12s - loss: 33.1092 - reconstruction_loss: 33.3686 - kl_loss: 3.6103e-05


  9/493 [..............................] - ETA: 12s - loss: 33.1694 - reconstruction_loss: 33.3574 - kl_loss: 3.6193e-05


 12/493 [..............................] - ETA: 12s - loss: 33.1949 - reconstruction_loss: 33.2569 - kl_loss: 3.6289e-05


 15/493 [..............................] - ETA: 12s - loss: 33.2028 - reconstruction_loss: 33.2605 - kl_loss: 3.6305e-05


 17/493 [>.............................] - ETA: 11s - loss: 33.2126 - reconstruction_loss: 33.2998 - kl_loss: 3.6296e-05


 20/493 [>.............................] - ETA: 11s - loss: 33.2330 - reconstruction_loss: 33.3592 - kl_loss: 3.6374e-05


 22/493 [>.............................] - ETA: 11s - loss: 33.2488 - reconstruction_loss: 33.4217 - kl_loss: 3.6450e-05


 24/493 [>.............................] - ETA: 11s - loss: 33.2681 - reconstruction_loss: 33.4761 - kl_loss: 3.6548e-05


 26/493 [>.............................] - ETA: 11s - loss: 33.2860 - reconstruction_loss: 33.5038 - kl_loss: 3.6688e-05


 28/493 [>.............................] - ETA: 11s - loss: 33.2982 - reconstruction_loss: 33.4449 - kl_loss: 3.6856e-05


 30/493 [>.............................] - ETA: 11s - loss: 33.3101 - reconstruction_loss: 33.4901 - kl_loss: 3.7030e-05


 32/493 [>.............................] - ETA: 11s - loss: 33.3232 - reconstruction_loss: 33.5157 - kl_loss: 3.7148e-05


 35/493 [=>............................] - ETA: 11s - loss: 33.3429 - reconstruction_loss: 33.5564 - kl_loss: 3.7146e-05


 38/493 [=>............................] - ETA: 11s - loss: 33.3591 - reconstruction_loss: 33.5308 - kl_loss: 3.6974e-05


 41/493 [=>............................] - ETA: 11s - loss: 33.3733 - reconstruction_loss: 33.5569 - kl_loss: 3.6671e-05


 44/493 [=>............................] - ETA: 11s - loss: 33.3852 - reconstruction_loss: 33.5544 - kl_loss: 3.6324e-05


 47/493 [=>............................] - ETA: 11s - loss: 33.3954 - reconstruction_loss: 33.5548 - kl_loss: 3.5931e-05


 50/493 [==>...........................] - ETA: 11s - loss: 33.4052 - reconstruction_loss: 33.5594 - kl_loss: 3.5533e-05


 53/493 [==>...........................] - ETA: 11s - loss: 33.4136 - reconstruction_loss: 33.5647 - kl_loss: 3.5162e-05


 56/493 [==>...........................] - ETA: 10s - loss: 33.4226 - reconstruction_loss: 33.5879 - kl_loss: 3.4882e-05


 58/493 [==>...........................] - ETA: 10s - loss: 33.4279 - reconstruction_loss: 33.5776 - kl_loss: 3.4731e-05


 60/493 [==>...........................] - ETA: 10s - loss: 33.4330 - reconstruction_loss: 33.5825 - kl_loss: 3.4608e-05


 62/493 [==>...........................] - ETA: 10s - loss: 33.4372 - reconstruction_loss: 33.5562 - kl_loss: 3.4508e-05


 64/493 [==>...........................] - ETA: 10s - loss: 33.4411 - reconstruction_loss: 33.5613 - kl_loss: 3.4425e-05


 67/493 [===>..........................] - ETA: 10s - loss: 33.4469 - reconstruction_loss: 33.5765 - kl_loss: 3.4310e-05


 70/493 [===>..........................] - ETA: 10s - loss: 33.4526 - reconstruction_loss: 33.5723 - kl_loss: 3.4219e-05


 73/493 [===>..........................] - ETA: 10s - loss: 33.4576 - reconstruction_loss: 33.5751 - kl_loss: 3.4137e-05


 75/493 [===>..........................] - ETA: 10s - loss: 33.4603 - reconstruction_loss: 33.5624 - kl_loss: 3.4061e-05


 78/493 [===>..........................] - ETA: 10s - loss: 33.4647 - reconstruction_loss: 33.5725 - kl_loss: 3.3923e-05


 81/493 [===>..........................] - ETA: 10s - loss: 33.4685 - reconstruction_loss: 33.5749 - kl_loss: 3.3804e-05


 83/493 [====>.........................] - ETA: 10s - loss: 33.4710 - reconstruction_loss: 33.5732 - kl_loss: 3.3769e-05


 86/493 [====>.........................] - ETA: 10s - loss: 33.4742 - reconstruction_loss: 33.5591 - kl_loss: 3.3780e-05


 88/493 [====>.........................] - ETA: 10s - loss: 33.4762 - reconstruction_loss: 33.5631 - kl_loss: 3.3811e-05


 90/493 [====>.........................] - ETA: 10s - loss: 33.4779 - reconstruction_loss: 33.5455 - kl_loss: 3.3862e-05


 93/493 [====>.........................] - ETA: 10s - loss: 33.4801 - reconstruction_loss: 33.5497 - kl_loss: 3.4015e-05


 96/493 [====>.........................] - ETA: 9s - loss: 33.4822 - reconstruction_loss: 33.5456 - kl_loss: 3.4285e-05 


 98/493 [====>.........................] - ETA: 9s - loss: 33.4832 - reconstruction_loss: 33.5317 - kl_loss: 3.4515e-05


101/493 [=====>........................] - ETA: 9s - loss: 33.4844 - reconstruction_loss: 33.5231 - kl_loss: 3.4910e-05


104/493 [=====>........................] - ETA: 9s - loss: 33.4857 - reconstruction_loss: 33.5304 - kl_loss: 3.5282e-05


107/493 [=====>........................] - ETA: 9s - loss: 33.4868 - reconstruction_loss: 33.5235 - kl_loss: 3.5570e-05


109/493 [=====>........................] - ETA: 9s - loss: 33.4876 - reconstruction_loss: 33.5368 - kl_loss: 3.5720e-05


112/493 [=====>........................] - ETA: 9s - loss: 33.4891 - reconstruction_loss: 33.5492 - kl_loss: 3.5905e-05


115/493 [=====>........................] - ETA: 9s - loss: 33.4907 - reconstruction_loss: 33.5526 - kl_loss: 3.6088e-05


117/493 [======>.......................] - ETA: 9s - loss: 33.4921 - reconstruction_loss: 33.5728 - kl_loss: 3.6237e-05


120/493 [======>.......................] - ETA: 9s - loss: 33.4941 - reconstruction_loss: 33.5775 - kl_loss: 3.6537e-05


123/493 [======>.......................] - ETA: 9s - loss: 33.4963 - reconstruction_loss: 33.5899 - kl_loss: 3.6935e-05


126/493 [======>.......................] - ETA: 9s - loss: 33.4986 - reconstruction_loss: 33.5938 - kl_loss: 3.7417e-05


128/493 [======>.......................] - ETA: 9s - loss: 33.5001 - reconstruction_loss: 33.5894 - kl_loss: 3.7770e-05


131/493 [======>.......................] - ETA: 9s - loss: 33.5022 - reconstruction_loss: 33.5992 - kl_loss: 3.8315e-05


134/493 [=======>......................] - ETA: 8s - loss: 33.5043 - reconstruction_loss: 33.5914 - kl_loss: 3.8845e-05


137/493 [=======>......................] - ETA: 8s - loss: 33.5062 - reconstruction_loss: 33.5845 - kl_loss: 3.9323e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.5081 - reconstruction_loss: 33.6021 - kl_loss: 3.9759e-05


142/493 [=======>......................] - ETA: 8s - loss: 33.5094 - reconstruction_loss: 33.6004 - kl_loss: 4.0027e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.5108 - reconstruction_loss: 33.6107 - kl_loss: 4.0281e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.5128 - reconstruction_loss: 33.6061 - kl_loss: 4.0615e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.5146 - reconstruction_loss: 33.5936 - kl_loss: 4.0884e-05


153/493 [========>.....................] - ETA: 8s - loss: 33.5161 - reconstruction_loss: 33.5904 - kl_loss: 4.1090e-05


156/493 [========>.....................] - ETA: 8s - loss: 33.5175 - reconstruction_loss: 33.5914 - kl_loss: 4.1243e-05


159/493 [========>.....................] - ETA: 8s - loss: 33.5188 - reconstruction_loss: 33.5857 - kl_loss: 4.1383e-05


161/493 [========>.....................] - ETA: 8s - loss: 33.5197 - reconstruction_loss: 33.5899 - kl_loss: 4.1457e-05


163/493 [========>.....................] - ETA: 8s - loss: 33.5206 - reconstruction_loss: 33.5957 - kl_loss: 4.1503e-05


166/493 [=========>....................] - ETA: 8s - loss: 33.5221 - reconstruction_loss: 33.6052 - kl_loss: 4.1537e-05


169/493 [=========>....................] - ETA: 8s - loss: 33.5235 - reconstruction_loss: 33.5961 - kl_loss: 4.1547e-05


171/493 [=========>....................] - ETA: 8s - loss: 33.5244 - reconstruction_loss: 33.5985 - kl_loss: 4.1551e-05


173/493 [=========>....................] - ETA: 8s - loss: 33.5254 - reconstruction_loss: 33.6101 - kl_loss: 4.1548e-05


176/493 [=========>....................] - ETA: 7s - loss: 33.5266 - reconstruction_loss: 33.5970 - kl_loss: 4.1548e-05


178/493 [=========>....................] - ETA: 7s - loss: 33.5274 - reconstruction_loss: 33.5979 - kl_loss: 4.1549e-05


181/493 [==========>...................] - ETA: 7s - loss: 33.5286 - reconstruction_loss: 33.5997 - kl_loss: 4.1554e-05


184/493 [==========>...................] - ETA: 7s - loss: 33.5297 - reconstruction_loss: 33.5951 - kl_loss: 4.1559e-05


187/493 [==========>...................] - ETA: 7s - loss: 33.5309 - reconstruction_loss: 33.6066 - kl_loss: 4.1567e-05


190/493 [==========>...................] - ETA: 7s - loss: 33.5321 - reconstruction_loss: 33.6086 - kl_loss: 4.1587e-05


192/493 [==========>...................] - ETA: 7s - loss: 33.5329 - reconstruction_loss: 33.6057 - kl_loss: 4.1590e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.5336 - reconstruction_loss: 33.5980 - kl_loss: 4.1578e-05


196/493 [==========>...................] - ETA: 7s - loss: 33.5343 - reconstruction_loss: 33.6001 - kl_loss: 4.1549e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.5349 - reconstruction_loss: 33.5994 - kl_loss: 4.1502e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.5356 - reconstruction_loss: 33.6073 - kl_loss: 4.1440e-05


202/493 [===========>..................] - ETA: 7s - loss: 33.5363 - reconstruction_loss: 33.6047 - kl_loss: 4.1363e-05


205/493 [===========>..................] - ETA: 7s - loss: 33.5373 - reconstruction_loss: 33.6084 - kl_loss: 4.1223e-05


207/493 [===========>..................] - ETA: 7s - loss: 33.5380 - reconstruction_loss: 33.6101 - kl_loss: 4.1116e-05


210/493 [===========>..................] - ETA: 7s - loss: 33.5390 - reconstruction_loss: 33.6048 - kl_loss: 4.0943e-05


213/493 [===========>..................] - ETA: 7s - loss: 33.5398 - reconstruction_loss: 33.6012 - kl_loss: 4.0763e-05


216/493 [============>.................] - ETA: 7s - loss: 33.5408 - reconstruction_loss: 33.6053 - kl_loss: 4.0593e-05


219/493 [============>.................] - ETA: 6s - loss: 33.5416 - reconstruction_loss: 33.6028 - kl_loss: 4.0444e-05


221/493 [============>.................] - ETA: 6s - loss: 33.5422 - reconstruction_loss: 33.6005 - kl_loss: 4.0366e-05


224/493 [============>.................] - ETA: 6s - loss: 33.5429 - reconstruction_loss: 33.5961 - kl_loss: 4.0292e-05


227/493 [============>.................] - ETA: 6s - loss: 33.5436 - reconstruction_loss: 33.5908 - kl_loss: 4.0253e-05


229/493 [============>.................] - ETA: 6s - loss: 33.5440 - reconstruction_loss: 33.5931 - kl_loss: 4.0224e-05


231/493 [=============>................] - ETA: 6s - loss: 33.5444 - reconstruction_loss: 33.5926 - kl_loss: 4.0190e-05


234/493 [=============>................] - ETA: 6s - loss: 33.5451 - reconstruction_loss: 33.5991 - kl_loss: 4.0127e-05


237/493 [=============>................] - ETA: 6s - loss: 33.5457 - reconstruction_loss: 33.5938 - kl_loss: 4.0046e-05


240/493 [=============>................] - ETA: 6s - loss: 33.5464 - reconstruction_loss: 33.6000 - kl_loss: 3.9942e-05


243/493 [=============>................] - ETA: 6s - loss: 33.5470 - reconstruction_loss: 33.6021 - kl_loss: 3.9838e-05


246/493 [=============>................] - ETA: 6s - loss: 33.5477 - reconstruction_loss: 33.6076 - kl_loss: 3.9750e-05


249/493 [==============>...............] - ETA: 6s - loss: 33.5485 - reconstruction_loss: 33.6105 - kl_loss: 3.9674e-05


252/493 [==============>...............] - ETA: 6s - loss: 33.5493 - reconstruction_loss: 33.6175 - kl_loss: 3.9597e-05


255/493 [==============>...............] - ETA: 6s - loss: 33.5501 - reconstruction_loss: 33.6203 - kl_loss: 3.9530e-05


258/493 [==============>...............] - ETA: 5s - loss: 33.5509 - reconstruction_loss: 33.6238 - kl_loss: 3.9494e-05


260/493 [==============>...............] - ETA: 5s - loss: 33.5515 - reconstruction_loss: 33.6209 - kl_loss: 3.9488e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.5523 - reconstruction_loss: 33.6208 - kl_loss: 3.9479e-05


266/493 [===============>..............] - ETA: 5s - loss: 33.5530 - reconstruction_loss: 33.6157 - kl_loss: 3.9467e-05


269/493 [===============>..............] - ETA: 5s - loss: 33.5537 - reconstruction_loss: 33.6104 - kl_loss: 3.9419e-05


272/493 [===============>..............] - ETA: 5s - loss: 33.5543 - reconstruction_loss: 33.6109 - kl_loss: 3.9335e-05


275/493 [===============>..............] - ETA: 5s - loss: 33.5549 - reconstruction_loss: 33.6097 - kl_loss: 3.9245e-05


278/493 [===============>..............] - ETA: 5s - loss: 33.5555 - reconstruction_loss: 33.6028 - kl_loss: 3.9189e-05


281/493 [================>.............] - ETA: 5s - loss: 33.5560 - reconstruction_loss: 33.6050 - kl_loss: 3.9194e-05


284/493 [================>.............] - ETA: 5s - loss: 33.5566 - reconstruction_loss: 33.6101 - kl_loss: 3.9256e-05


287/493 [================>.............] - ETA: 5s - loss: 33.5572 - reconstruction_loss: 33.6160 - kl_loss: 3.9345e-05


290/493 [================>.............] - ETA: 5s - loss: 33.5578 - reconstruction_loss: 33.6214 - kl_loss: 3.9441e-05


293/493 [================>.............] - ETA: 5s - loss: 33.5585 - reconstruction_loss: 33.6198 - kl_loss: 3.9533e-05


296/493 [=================>............] - ETA: 4s - loss: 33.5592 - reconstruction_loss: 33.6282 - kl_loss: 3.9607e-05


299/493 [=================>............] - ETA: 4s - loss: 33.5598 - reconstruction_loss: 33.6232 - kl_loss: 3.9676e-05


302/493 [=================>............] - ETA: 4s - loss: 33.5605 - reconstruction_loss: 33.6276 - kl_loss: 3.9754e-05


304/493 [=================>............] - ETA: 4s - loss: 33.5609 - reconstruction_loss: 33.6237 - kl_loss: 3.9813e-05


306/493 [=================>............] - ETA: 4s - loss: 33.5613 - reconstruction_loss: 33.6175 - kl_loss: 3.9865e-05


309/493 [=================>............] - ETA: 4s - loss: 33.5618 - reconstruction_loss: 33.6204 - kl_loss: 3.9917e-05


312/493 [=================>............] - ETA: 4s - loss: 33.5624 - reconstruction_loss: 33.6140 - kl_loss: 3.9939e-05


315/493 [==================>...........] - ETA: 4s - loss: 33.5628 - reconstruction_loss: 33.6136 - kl_loss: 3.9932e-05


318/493 [==================>...........] - ETA: 4s - loss: 33.5633 - reconstruction_loss: 33.6126 - kl_loss: 3.9914e-05


321/493 [==================>...........] - ETA: 4s - loss: 33.5638 - reconstruction_loss: 33.6175 - kl_loss: 3.9896e-05


324/493 [==================>...........] - ETA: 4s - loss: 33.5643 - reconstruction_loss: 33.6170 - kl_loss: 3.9878e-05


327/493 [==================>...........] - ETA: 4s - loss: 33.5648 - reconstruction_loss: 33.6216 - kl_loss: 3.9865e-05


330/493 [===================>..........] - ETA: 4s - loss: 33.5653 - reconstruction_loss: 33.6236 - kl_loss: 3.9863e-05


333/493 [===================>..........] - ETA: 3s - loss: 33.5658 - reconstruction_loss: 33.6188 - kl_loss: 3.9865e-05


336/493 [===================>..........] - ETA: 3s - loss: 33.5663 - reconstruction_loss: 33.6232 - kl_loss: 3.9854e-05


339/493 [===================>..........] - ETA: 3s - loss: 33.5668 - reconstruction_loss: 33.6221 - kl_loss: 3.9832e-05


342/493 [===================>..........] - ETA: 3s - loss: 33.5673 - reconstruction_loss: 33.6175 - kl_loss: 3.9821e-05


345/493 [===================>..........] - ETA: 3s - loss: 33.5677 - reconstruction_loss: 33.6175 - kl_loss: 3.9821e-05


348/493 [====================>.........] - ETA: 3s - loss: 33.5682 - reconstruction_loss: 33.6223 - kl_loss: 3.9826e-05


351/493 [====================>.........] - ETA: 3s - loss: 33.5686 - reconstruction_loss: 33.6269 - kl_loss: 3.9843e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.5690 - reconstruction_loss: 33.6266 - kl_loss: 3.9857e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.5695 - reconstruction_loss: 33.6273 - kl_loss: 3.9877e-05


359/493 [====================>.........] - ETA: 3s - loss: 33.5700 - reconstruction_loss: 33.6297 - kl_loss: 3.9890e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.5705 - reconstruction_loss: 33.6317 - kl_loss: 3.9897e-05


365/493 [=====================>........] - ETA: 3s - loss: 33.5710 - reconstruction_loss: 33.6363 - kl_loss: 3.9897e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.5714 - reconstruction_loss: 33.6380 - kl_loss: 3.9892e-05


370/493 [=====================>........] - ETA: 3s - loss: 33.5719 - reconstruction_loss: 33.6348 - kl_loss: 3.9871e-05


372/493 [=====================>........] - ETA: 3s - loss: 33.5722 - reconstruction_loss: 33.6342 - kl_loss: 3.9846e-05


375/493 [=====================>........] - ETA: 2s - loss: 33.5727 - reconstruction_loss: 33.6375 - kl_loss: 3.9795e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.5732 - reconstruction_loss: 33.6344 - kl_loss: 3.9737e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.5737 - reconstruction_loss: 33.6365 - kl_loss: 3.9668e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.5742 - reconstruction_loss: 33.6358 - kl_loss: 3.9582e-05


387/493 [======================>.......] - ETA: 2s - loss: 33.5747 - reconstruction_loss: 33.6331 - kl_loss: 3.9476e-05


389/493 [======================>.......] - ETA: 2s - loss: 33.5750 - reconstruction_loss: 33.6353 - kl_loss: 3.9399e-05


391/493 [======================>.......] - ETA: 2s - loss: 33.5753 - reconstruction_loss: 33.6331 - kl_loss: 3.9327e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.5757 - reconstruction_loss: 33.6310 - kl_loss: 3.9228e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.5761 - reconstruction_loss: 33.6320 - kl_loss: 3.9142e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.5765 - reconstruction_loss: 33.6279 - kl_loss: 3.9077e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.5769 - reconstruction_loss: 33.6303 - kl_loss: 3.9030e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.5773 - reconstruction_loss: 33.6302 - kl_loss: 3.8998e-05


409/493 [=======================>......] - ETA: 2s - loss: 33.5777 - reconstruction_loss: 33.6347 - kl_loss: 3.8971e-05


412/493 [========================>.....] - ETA: 2s - loss: 33.5782 - reconstruction_loss: 33.6349 - kl_loss: 3.8943e-05


415/493 [========================>.....] - ETA: 1s - loss: 33.5786 - reconstruction_loss: 33.6335 - kl_loss: 3.8916e-05


417/493 [========================>.....] - ETA: 1s - loss: 33.5788 - reconstruction_loss: 33.6336 - kl_loss: 3.8900e-05


420/493 [========================>.....] - ETA: 1s - loss: 33.5792 - reconstruction_loss: 33.6260 - kl_loss: 3.8868e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.5795 - reconstruction_loss: 33.6252 - kl_loss: 3.8832e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.5799 - reconstruction_loss: 33.6291 - kl_loss: 3.8781e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.5802 - reconstruction_loss: 33.6309 - kl_loss: 3.8736e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.5804 - reconstruction_loss: 33.6307 - kl_loss: 3.8720e-05


434/493 [=========================>....] - ETA: 1s - loss: 33.5808 - reconstruction_loss: 33.6309 - kl_loss: 3.8717e-05


437/493 [=========================>....] - ETA: 1s - loss: 33.5811 - reconstruction_loss: 33.6302 - kl_loss: 3.8727e-05


439/493 [=========================>....] - ETA: 1s - loss: 33.5814 - reconstruction_loss: 33.6287 - kl_loss: 3.8735e-05


442/493 [=========================>....] - ETA: 1s - loss: 33.5817 - reconstruction_loss: 33.6321 - kl_loss: 3.8742e-05


445/493 [==========================>...] - ETA: 1s - loss: 33.5820 - reconstruction_loss: 33.6367 - kl_loss: 3.8763e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.5825 - reconstruction_loss: 33.6464 - kl_loss: 3.8807e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.5829 - reconstruction_loss: 33.6427 - kl_loss: 3.8866e-05


454/493 [==========================>...] - ETA: 0s - loss: 33.5833 - reconstruction_loss: 33.6430 - kl_loss: 3.8900e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.5837 - reconstruction_loss: 33.6462 - kl_loss: 3.8925e-05


460/493 [==========================>...] - ETA: 0s - loss: 33.5841 - reconstruction_loss: 33.6458 - kl_loss: 3.8955e-05


463/493 [===========================>..] - ETA: 0s - loss: 33.5845 - reconstruction_loss: 33.6492 - kl_loss: 3.8984e-05


466/493 [===========================>..] - ETA: 0s - loss: 33.5849 - reconstruction_loss: 33.6460 - kl_loss: 3.8993e-05


469/493 [===========================>..] - ETA: 0s - loss: 33.5853 - reconstruction_loss: 33.6438 - kl_loss: 3.8980e-05


472/493 [===========================>..] - ETA: 0s - loss: 33.5856 - reconstruction_loss: 33.6431 - kl_loss: 3.8963e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.5859 - reconstruction_loss: 33.6444 - kl_loss: 3.8941e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.5861 - reconstruction_loss: 33.6441 - kl_loss: 3.8908e-05


479/493 [============================>.] - ETA: 0s - loss: 33.5865 - reconstruction_loss: 33.6447 - kl_loss: 3.8851e-05


482/493 [============================>.] - ETA: 0s - loss: 33.5869 - reconstruction_loss: 33.6435 - kl_loss: 3.8797e-05


485/493 [============================>.] - ETA: 0s - loss: 33.5872 - reconstruction_loss: 33.6427 - kl_loss: 3.8753e-05


488/493 [============================>.] - ETA: 0s - loss: 33.5876 - reconstruction_loss: 33.6446 - kl_loss: 3.8713e-05


491/493 [============================>.] - ETA: 0s - loss: 33.5879 - reconstruction_loss: 33.6408 - kl_loss: 3.8677e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.5880 - reconstruction_loss: 33.5863 - kl_loss: 3.8647e-05

Epoch 11/30

  1/493 [..............................] - ETA: 11s - loss: 33.2127 - reconstruction_loss: 33.2127 - kl_loss: 3.0488e-05


  4/493 [..............................] - ETA: 11s - loss: 33.4861 - reconstruction_loss: 33.6247 - kl_loss: 3.0242e-05


  7/493 [..............................] - ETA: 11s - loss: 33.6342 - reconstruction_loss: 33.9150 - kl_loss: 3.1101e-05


 10/493 [..............................] - ETA: 11s - loss: 33.6730 - reconstruction_loss: 33.6883 - kl_loss: 3.4091e-05


 13/493 [..............................] - ETA: 11s - loss: 33.6538 - reconstruction_loss: 33.5681 - kl_loss: 3.7377e-05


 16/493 [..............................] - ETA: 11s - loss: 33.6505 - reconstruction_loss: 33.6666 - kl_loss: 4.0216e-05


 18/493 [>.............................] - ETA: 11s - loss: 33.6484 - reconstruction_loss: 33.5907 - kl_loss: 4.2005e-05


 21/493 [>.............................] - ETA: 11s - loss: 33.6388 - reconstruction_loss: 33.5968 - kl_loss: 4.4441e-05


 24/493 [>.............................] - ETA: 11s - loss: 33.6388 - reconstruction_loss: 33.6061 - kl_loss: 4.6278e-05


 27/493 [>.............................] - ETA: 11s - loss: 33.6345 - reconstruction_loss: 33.5727 - kl_loss: 4.7539e-05


 30/493 [>.............................] - ETA: 11s - loss: 33.6277 - reconstruction_loss: 33.5590 - kl_loss: 4.8376e-05


 32/493 [>.............................] - ETA: 11s - loss: 33.6250 - reconstruction_loss: 33.5872 - kl_loss: 4.8698e-05


 35/493 [=>............................] - ETA: 11s - loss: 33.6236 - reconstruction_loss: 33.5987 - kl_loss: 4.8883e-05


 38/493 [=>............................] - ETA: 10s - loss: 33.6226 - reconstruction_loss: 33.6217 - kl_loss: 4.8855e-05


 41/493 [=>............................] - ETA: 10s - loss: 33.6227 - reconstruction_loss: 33.6204 - kl_loss: 4.8607e-05


 44/493 [=>............................] - ETA: 10s - loss: 33.6233 - reconstruction_loss: 33.6386 - kl_loss: 4.8236e-05


 47/493 [=>............................] - ETA: 10s - loss: 33.6234 - reconstruction_loss: 33.6109 - kl_loss: 4.7847e-05


 50/493 [==>...........................] - ETA: 10s - loss: 33.6229 - reconstruction_loss: 33.6114 - kl_loss: 4.7452e-05


 53/493 [==>...........................] - ETA: 10s - loss: 33.6237 - reconstruction_loss: 33.6380 - kl_loss: 4.7091e-05


 56/493 [==>...........................] - ETA: 10s - loss: 33.6243 - reconstruction_loss: 33.6279 - kl_loss: 4.6774e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.6252 - reconstruction_loss: 33.6306 - kl_loss: 4.6403e-05


 62/493 [==>...........................] - ETA: 10s - loss: 33.6243 - reconstruction_loss: 33.6074 - kl_loss: 4.5925e-05


 65/493 [==>...........................] - ETA: 10s - loss: 33.6222 - reconstruction_loss: 33.5747 - kl_loss: 4.5379e-05


 67/493 [===>..........................] - ETA: 10s - loss: 33.6206 - reconstruction_loss: 33.5719 - kl_loss: 4.4987e-05


 69/493 [===>..........................] - ETA: 10s - loss: 33.6190 - reconstruction_loss: 33.5573 - kl_loss: 4.4578e-05


 72/493 [===>..........................] - ETA: 10s - loss: 33.6165 - reconstruction_loss: 33.5662 - kl_loss: 4.3970e-05


 75/493 [===>..........................] - ETA: 10s - loss: 33.6152 - reconstruction_loss: 33.5874 - kl_loss: 4.3442e-05


 78/493 [===>..........................] - ETA: 10s - loss: 33.6150 - reconstruction_loss: 33.6185 - kl_loss: 4.3051e-05


 81/493 [===>..........................] - ETA: 9s - loss: 33.6147 - reconstruction_loss: 33.6143 - kl_loss: 4.2798e-05 


 84/493 [====>.........................] - ETA: 9s - loss: 33.6145 - reconstruction_loss: 33.5966 - kl_loss: 4.2644e-05


 87/493 [====>.........................] - ETA: 9s - loss: 33.6139 - reconstruction_loss: 33.5991 - kl_loss: 4.2515e-05


 90/493 [====>.........................] - ETA: 9s - loss: 33.6131 - reconstruction_loss: 33.5825 - kl_loss: 4.2331e-05


 93/493 [====>.........................] - ETA: 9s - loss: 33.6122 - reconstruction_loss: 33.5850 - kl_loss: 4.2091e-05


 96/493 [====>.........................] - ETA: 9s - loss: 33.6119 - reconstruction_loss: 33.6076 - kl_loss: 4.1831e-05


 99/493 [=====>........................] - ETA: 9s - loss: 33.6119 - reconstruction_loss: 33.6150 - kl_loss: 4.1578e-05


102/493 [=====>........................] - ETA: 9s - loss: 33.6124 - reconstruction_loss: 33.6322 - kl_loss: 4.1305e-05


105/493 [=====>........................] - ETA: 9s - loss: 33.6128 - reconstruction_loss: 33.6191 - kl_loss: 4.1003e-05


108/493 [=====>........................] - ETA: 9s - loss: 33.6130 - reconstruction_loss: 33.6197 - kl_loss: 4.0623e-05


111/493 [=====>........................] - ETA: 9s - loss: 33.6128 - reconstruction_loss: 33.5977 - kl_loss: 4.0222e-05


114/493 [=====>........................] - ETA: 9s - loss: 33.6126 - reconstruction_loss: 33.6044 - kl_loss: 3.9856e-05


117/493 [======>.......................] - ETA: 9s - loss: 33.6123 - reconstruction_loss: 33.6030 - kl_loss: 3.9535e-05


120/493 [======>.......................] - ETA: 8s - loss: 33.6122 - reconstruction_loss: 33.6156 - kl_loss: 3.9294e-05


123/493 [======>.......................] - ETA: 8s - loss: 33.6122 - reconstruction_loss: 33.6059 - kl_loss: 3.9145e-05


125/493 [======>.......................] - ETA: 8s - loss: 33.6121 - reconstruction_loss: 33.5987 - kl_loss: 3.9084e-05


128/493 [======>.......................] - ETA: 8s - loss: 33.6118 - reconstruction_loss: 33.6000 - kl_loss: 3.9044e-05


131/493 [======>.......................] - ETA: 8s - loss: 33.6115 - reconstruction_loss: 33.6014 - kl_loss: 3.9043e-05


134/493 [=======>......................] - ETA: 8s - loss: 33.6112 - reconstruction_loss: 33.5989 - kl_loss: 3.8977e-05


137/493 [=======>......................] - ETA: 8s - loss: 33.6111 - reconstruction_loss: 33.6093 - kl_loss: 3.8802e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.6111 - reconstruction_loss: 33.6201 - kl_loss: 3.8542e-05


143/493 [=======>......................] - ETA: 8s - loss: 33.6114 - reconstruction_loss: 33.6253 - kl_loss: 3.8241e-05


146/493 [=======>......................] - ETA: 8s - loss: 33.6116 - reconstruction_loss: 33.6213 - kl_loss: 3.7923e-05


149/493 [========>.....................] - ETA: 8s - loss: 33.6118 - reconstruction_loss: 33.6230 - kl_loss: 3.7619e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.6119 - reconstruction_loss: 33.6255 - kl_loss: 3.7531e-05


152/493 [========>.....................] - ETA: 8s - loss: 33.6120 - reconstruction_loss: 33.6247 - kl_loss: 3.7376e-05


154/493 [========>.....................] - ETA: 8s - loss: 33.6122 - reconstruction_loss: 33.6266 - kl_loss: 3.7258e-05


156/493 [========>.....................] - ETA: 8s - loss: 33.6124 - reconstruction_loss: 33.6247 - kl_loss: 3.7179e-05


159/493 [========>.....................] - ETA: 8s - loss: 33.6126 - reconstruction_loss: 33.6218 - kl_loss: 3.7096e-05


162/493 [========>.....................] - ETA: 8s - loss: 33.6128 - reconstruction_loss: 33.6280 - kl_loss: 3.7027e-05


165/493 [=========>....................] - ETA: 8s - loss: 33.6131 - reconstruction_loss: 33.6228 - kl_loss: 3.6919e-05


168/493 [=========>....................] - ETA: 8s - loss: 33.6133 - reconstruction_loss: 33.6240 - kl_loss: 3.6800e-05


171/493 [=========>....................] - ETA: 7s - loss: 33.6135 - reconstruction_loss: 33.6311 - kl_loss: 3.6680e-05


174/493 [=========>....................] - ETA: 7s - loss: 33.6140 - reconstruction_loss: 33.6438 - kl_loss: 3.6577e-05


177/493 [=========>....................] - ETA: 7s - loss: 33.6144 - reconstruction_loss: 33.6409 - kl_loss: 3.6480e-05


179/493 [=========>....................] - ETA: 7s - loss: 33.6147 - reconstruction_loss: 33.6373 - kl_loss: 3.6417e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.6151 - reconstruction_loss: 33.6371 - kl_loss: 3.6338e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.6154 - reconstruction_loss: 33.6336 - kl_loss: 3.6277e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6157 - reconstruction_loss: 33.6347 - kl_loss: 3.6220e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.6161 - reconstruction_loss: 33.6436 - kl_loss: 3.6176e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.6166 - reconstruction_loss: 33.6457 - kl_loss: 3.6148e-05


197/493 [==========>...................] - ETA: 7s - loss: 33.6169 - reconstruction_loss: 33.6282 - kl_loss: 3.6090e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.6170 - reconstruction_loss: 33.6239 - kl_loss: 3.5985e-05


202/493 [===========>..................] - ETA: 7s - loss: 33.6171 - reconstruction_loss: 33.6175 - kl_loss: 3.5905e-05


205/493 [===========>..................] - ETA: 7s - loss: 33.6170 - reconstruction_loss: 33.6075 - kl_loss: 3.5779e-05


208/493 [===========>..................] - ETA: 6s - loss: 33.6167 - reconstruction_loss: 33.6000 - kl_loss: 3.5660e-05


211/493 [===========>..................] - ETA: 6s - loss: 33.6165 - reconstruction_loss: 33.6040 - kl_loss: 3.5567e-05


214/493 [============>.................] - ETA: 6s - loss: 33.6164 - reconstruction_loss: 33.6083 - kl_loss: 3.5487e-05


217/493 [============>.................] - ETA: 6s - loss: 33.6162 - reconstruction_loss: 33.6029 - kl_loss: 3.5400e-05


220/493 [============>.................] - ETA: 6s - loss: 33.6161 - reconstruction_loss: 33.6056 - kl_loss: 3.5303e-05


223/493 [============>.................] - ETA: 6s - loss: 33.6159 - reconstruction_loss: 33.6064 - kl_loss: 3.5174e-05


226/493 [============>.................] - ETA: 6s - loss: 33.6158 - reconstruction_loss: 33.6055 - kl_loss: 3.5025e-05


229/493 [============>.................] - ETA: 6s - loss: 33.6156 - reconstruction_loss: 33.6010 - kl_loss: 3.4877e-05


232/493 [=============>................] - ETA: 6s - loss: 33.6154 - reconstruction_loss: 33.6044 - kl_loss: 3.4747e-05


234/493 [=============>................] - ETA: 6s - loss: 33.6153 - reconstruction_loss: 33.6078 - kl_loss: 3.4679e-05


236/493 [=============>................] - ETA: 6s - loss: 33.6153 - reconstruction_loss: 33.6050 - kl_loss: 3.4629e-05


239/493 [=============>................] - ETA: 6s - loss: 33.6151 - reconstruction_loss: 33.6029 - kl_loss: 3.4579e-05


242/493 [=============>................] - ETA: 6s - loss: 33.6149 - reconstruction_loss: 33.5966 - kl_loss: 3.4565e-05


245/493 [=============>................] - ETA: 6s - loss: 33.6147 - reconstruction_loss: 33.5981 - kl_loss: 3.4590e-05


248/493 [==============>...............] - ETA: 5s - loss: 33.6145 - reconstruction_loss: 33.5972 - kl_loss: 3.4619e-05


251/493 [==============>...............] - ETA: 5s - loss: 33.6143 - reconstruction_loss: 33.5971 - kl_loss: 3.4627e-05


254/493 [==============>...............] - ETA: 5s - loss: 33.6141 - reconstruction_loss: 33.5964 - kl_loss: 3.4619e-05


257/493 [==============>...............] - ETA: 5s - loss: 33.6139 - reconstruction_loss: 33.6051 - kl_loss: 3.4613e-05


259/493 [==============>...............] - ETA: 5s - loss: 33.6139 - reconstruction_loss: 33.6049 - kl_loss: 3.4621e-05


262/493 [==============>...............] - ETA: 5s - loss: 33.6138 - reconstruction_loss: 33.6069 - kl_loss: 3.4659e-05


265/493 [===============>..............] - ETA: 5s - loss: 33.6137 - reconstruction_loss: 33.6110 - kl_loss: 3.4710e-05


268/493 [===============>..............] - ETA: 5s - loss: 33.6137 - reconstruction_loss: 33.6187 - kl_loss: 3.4757e-05


270/493 [===============>..............] - ETA: 5s - loss: 33.6137 - reconstruction_loss: 33.6150 - kl_loss: 3.4785e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.6138 - reconstruction_loss: 33.6244 - kl_loss: 3.4829e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.6140 - reconstruction_loss: 33.6259 - kl_loss: 3.4879e-05


279/493 [===============>..............] - ETA: 5s - loss: 33.6141 - reconstruction_loss: 33.6187 - kl_loss: 3.4911e-05


282/493 [================>.............] - ETA: 5s - loss: 33.6141 - reconstruction_loss: 33.6178 - kl_loss: 3.4933e-05


285/493 [================>.............] - ETA: 5s - loss: 33.6141 - reconstruction_loss: 33.6155 - kl_loss: 3.4957e-05


288/493 [================>.............] - ETA: 5s - loss: 33.6141 - reconstruction_loss: 33.6155 - kl_loss: 3.4986e-05


291/493 [================>.............] - ETA: 4s - loss: 33.6142 - reconstruction_loss: 33.6192 - kl_loss: 3.5011e-05


294/493 [================>.............] - ETA: 4s - loss: 33.6143 - reconstruction_loss: 33.6261 - kl_loss: 3.5033e-05


297/493 [=================>............] - ETA: 4s - loss: 33.6144 - reconstruction_loss: 33.6290 - kl_loss: 3.5046e-05


300/493 [=================>............] - ETA: 4s - loss: 33.6146 - reconstruction_loss: 33.6267 - kl_loss: 3.5048e-05


303/493 [=================>............] - ETA: 4s - loss: 33.6147 - reconstruction_loss: 33.6303 - kl_loss: 3.5044e-05


305/493 [=================>............] - ETA: 4s - loss: 33.6148 - reconstruction_loss: 33.6281 - kl_loss: 3.5033e-05


308/493 [=================>............] - ETA: 4s - loss: 33.6149 - reconstruction_loss: 33.6317 - kl_loss: 3.4994e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6151 - reconstruction_loss: 33.6330 - kl_loss: 3.4926e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.6152 - reconstruction_loss: 33.6322 - kl_loss: 3.4843e-05


317/493 [==================>...........] - ETA: 4s - loss: 33.6154 - reconstruction_loss: 33.6328 - kl_loss: 3.4764e-05


319/493 [==================>...........] - ETA: 4s - loss: 33.6155 - reconstruction_loss: 33.6283 - kl_loss: 3.4717e-05


321/493 [==================>...........] - ETA: 4s - loss: 33.6155 - reconstruction_loss: 33.6243 - kl_loss: 3.4680e-05


324/493 [==================>...........] - ETA: 4s - loss: 33.6156 - reconstruction_loss: 33.6227 - kl_loss: 3.4643e-05


327/493 [==================>...........] - ETA: 4s - loss: 33.6157 - reconstruction_loss: 33.6297 - kl_loss: 3.4613e-05


330/493 [===================>..........] - ETA: 3s - loss: 33.6159 - reconstruction_loss: 33.6307 - kl_loss: 3.4570e-05


333/493 [===================>..........] - ETA: 3s - loss: 33.6160 - reconstruction_loss: 33.6351 - kl_loss: 3.4530e-05


335/493 [===================>..........] - ETA: 3s - loss: 33.6162 - reconstruction_loss: 33.6355 - kl_loss: 3.4502e-05


338/493 [===================>..........] - ETA: 3s - loss: 33.6163 - reconstruction_loss: 33.6393 - kl_loss: 3.4445e-05


341/493 [===================>..........] - ETA: 3s - loss: 33.6165 - reconstruction_loss: 33.6374 - kl_loss: 3.4357e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.6166 - reconstruction_loss: 33.6387 - kl_loss: 3.4288e-05


345/493 [===================>..........] - ETA: 3s - loss: 33.6168 - reconstruction_loss: 33.6397 - kl_loss: 3.4213e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.6169 - reconstruction_loss: 33.6389 - kl_loss: 3.4137e-05


350/493 [====================>.........] - ETA: 3s - loss: 33.6171 - reconstruction_loss: 33.6390 - kl_loss: 3.4031e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6173 - reconstruction_loss: 33.6422 - kl_loss: 3.3944e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.6175 - reconstruction_loss: 33.6433 - kl_loss: 3.3877e-05


359/493 [====================>.........] - ETA: 3s - loss: 33.6177 - reconstruction_loss: 33.6380 - kl_loss: 3.3822e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.6178 - reconstruction_loss: 33.6315 - kl_loss: 3.3767e-05


365/493 [=====================>........] - ETA: 3s - loss: 33.6179 - reconstruction_loss: 33.6301 - kl_loss: 3.3709e-05


368/493 [=====================>........] - ETA: 3s - loss: 33.6180 - reconstruction_loss: 33.6291 - kl_loss: 3.3639e-05


370/493 [=====================>........] - ETA: 2s - loss: 33.6181 - reconstruction_loss: 33.6274 - kl_loss: 3.3589e-05


372/493 [=====================>........] - ETA: 2s - loss: 33.6181 - reconstruction_loss: 33.6238 - kl_loss: 3.3536e-05


374/493 [=====================>........] - ETA: 2s - loss: 33.6182 - reconstruction_loss: 33.6260 - kl_loss: 3.3475e-05


376/493 [=====================>........] - ETA: 2s - loss: 33.6182 - reconstruction_loss: 33.6256 - kl_loss: 3.3420e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.6182 - reconstruction_loss: 33.6281 - kl_loss: 3.3376e-05


380/493 [======================>.......] - ETA: 2s - loss: 33.6183 - reconstruction_loss: 33.6314 - kl_loss: 3.3347e-05


382/493 [======================>.......] - ETA: 2s - loss: 33.6184 - reconstruction_loss: 33.6317 - kl_loss: 3.3339e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.6184 - reconstruction_loss: 33.6332 - kl_loss: 3.3356e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.6185 - reconstruction_loss: 33.6318 - kl_loss: 3.3382e-05


389/493 [======================>.......] - ETA: 2s - loss: 33.6186 - reconstruction_loss: 33.6328 - kl_loss: 3.3406e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6187 - reconstruction_loss: 33.6328 - kl_loss: 3.3424e-05


395/493 [=======================>......] - ETA: 2s - loss: 33.6188 - reconstruction_loss: 33.6325 - kl_loss: 3.3449e-05


398/493 [=======================>......] - ETA: 2s - loss: 33.6189 - reconstruction_loss: 33.6325 - kl_loss: 3.3461e-05


401/493 [=======================>......] - ETA: 2s - loss: 33.6190 - reconstruction_loss: 33.6309 - kl_loss: 3.3463e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.6191 - reconstruction_loss: 33.6296 - kl_loss: 3.3469e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6192 - reconstruction_loss: 33.6310 - kl_loss: 3.3488e-05


409/493 [=======================>......] - ETA: 2s - loss: 33.6193 - reconstruction_loss: 33.6340 - kl_loss: 3.3516e-05


412/493 [========================>.....] - ETA: 1s - loss: 33.6194 - reconstruction_loss: 33.6336 - kl_loss: 3.3548e-05


415/493 [========================>.....] - ETA: 1s - loss: 33.6195 - reconstruction_loss: 33.6295 - kl_loss: 3.3578e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.6195 - reconstruction_loss: 33.6304 - kl_loss: 3.3613e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6196 - reconstruction_loss: 33.6318 - kl_loss: 3.3652e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6197 - reconstruction_loss: 33.6326 - kl_loss: 3.3678e-05


425/493 [========================>.....] - ETA: 1s - loss: 33.6197 - reconstruction_loss: 33.6370 - kl_loss: 3.3706e-05


428/493 [=========================>....] - ETA: 1s - loss: 33.6199 - reconstruction_loss: 33.6373 - kl_loss: 3.3748e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6200 - reconstruction_loss: 33.6353 - kl_loss: 3.3782e-05


434/493 [=========================>....] - ETA: 1s - loss: 33.6201 - reconstruction_loss: 33.6344 - kl_loss: 3.3811e-05


436/493 [=========================>....] - ETA: 1s - loss: 33.6201 - reconstruction_loss: 33.6379 - kl_loss: 3.3825e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6202 - reconstruction_loss: 33.6339 - kl_loss: 3.3837e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6203 - reconstruction_loss: 33.6393 - kl_loss: 3.3847e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.6204 - reconstruction_loss: 33.6352 - kl_loss: 3.3859e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6205 - reconstruction_loss: 33.6323 - kl_loss: 3.3864e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6206 - reconstruction_loss: 33.6312 - kl_loss: 3.3862e-05


453/493 [==========================>...] - ETA: 0s - loss: 33.6207 - reconstruction_loss: 33.6307 - kl_loss: 3.3859e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6207 - reconstruction_loss: 33.6324 - kl_loss: 3.3852e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.6208 - reconstruction_loss: 33.6345 - kl_loss: 3.3840e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6209 - reconstruction_loss: 33.6321 - kl_loss: 3.3820e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6210 - reconstruction_loss: 33.6330 - kl_loss: 3.3798e-05


467/493 [===========================>..] - ETA: 0s - loss: 33.6210 - reconstruction_loss: 33.6342 - kl_loss: 3.3783e-05


470/493 [===========================>..] - ETA: 0s - loss: 33.6211 - reconstruction_loss: 33.6378 - kl_loss: 3.3773e-05


473/493 [===========================>..] - ETA: 0s - loss: 33.6213 - reconstruction_loss: 33.6392 - kl_loss: 3.3782e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6214 - reconstruction_loss: 33.6382 - kl_loss: 3.3804e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6215 - reconstruction_loss: 33.6356 - kl_loss: 3.3827e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6215 - reconstruction_loss: 33.6377 - kl_loss: 3.3853e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6216 - reconstruction_loss: 33.6377 - kl_loss: 3.3880e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6217 - reconstruction_loss: 33.6351 - kl_loss: 3.3913e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6217 - reconstruction_loss: 33.6328 - kl_loss: 3.3943e-05


491/493 [============================>.] - ETA: 0s - loss: 33.6218 - reconstruction_loss: 33.6378 - kl_loss: 3.3968e-05


493/493 [==============================] - 12s 24ms/step - loss: 33.6217 - reconstruction_loss: 33.5832 - kl_loss: 3.3977e-05

Epoch 12/30

  1/493 [..............................] - ETA: 12s - loss: 34.3217 - reconstruction_loss: 34.3217 - kl_loss: 3.5733e-05


  4/493 [..............................] - ETA: 11s - loss: 34.1913 - reconstruction_loss: 34.0461 - kl_loss: 3.5688e-05


  7/493 [..............................] - ETA: 11s - loss: 34.0666 - reconstruction_loss: 33.7980 - kl_loss: 3.4962e-05


 10/493 [..............................] - ETA: 11s - loss: 33.9607 - reconstruction_loss: 33.7153 - kl_loss: 3.3095e-05


 13/493 [..............................] - ETA: 11s - loss: 33.8961 - reconstruction_loss: 33.7042 - kl_loss: 3.1180e-05


 15/493 [..............................] - ETA: 11s - loss: 33.8772 - reconstruction_loss: 33.7597 - kl_loss: 3.0253e-05


 17/493 [>.............................] - ETA: 11s - loss: 33.8564 - reconstruction_loss: 33.7087 - kl_loss: 2.9662e-05


 20/493 [>.............................] - ETA: 11s - loss: 33.8409 - reconstruction_loss: 33.7594 - kl_loss: 2.8983e-05


 23/493 [>.............................] - ETA: 11s - loss: 33.8253 - reconstruction_loss: 33.6786 - kl_loss: 2.8386e-05


 26/493 [>.............................] - ETA: 11s - loss: 33.8071 - reconstruction_loss: 33.6774 - kl_loss: 2.7853e-05


 28/493 [>.............................] - ETA: 11s - loss: 33.7970 - reconstruction_loss: 33.6731 - kl_loss: 2.7547e-05


 30/493 [>.............................] - ETA: 11s - loss: 33.7905 - reconstruction_loss: 33.7101 - kl_loss: 2.7266e-05


 33/493 [=>............................] - ETA: 11s - loss: 33.7825 - reconstruction_loss: 33.6948 - kl_loss: 2.6937e-05


 36/493 [=>............................] - ETA: 10s - loss: 33.7739 - reconstruction_loss: 33.6793 - kl_loss: 2.6710e-05


 39/493 [=>............................] - ETA: 10s - loss: 33.7684 - reconstruction_loss: 33.7044 - kl_loss: 2.6646e-05


 42/493 [=>............................] - ETA: 10s - loss: 33.7635 - reconstruction_loss: 33.6920 - kl_loss: 2.6689e-05


 45/493 [=>............................] - ETA: 10s - loss: 33.7567 - reconstruction_loss: 33.6539 - kl_loss: 2.6796e-05


 48/493 [=>............................] - ETA: 10s - loss: 33.7511 - reconstruction_loss: 33.6642 - kl_loss: 2.6890e-05


 51/493 [==>...........................] - ETA: 10s - loss: 33.7466 - reconstruction_loss: 33.6845 - kl_loss: 2.6943e-05


 54/493 [==>...........................] - ETA: 10s - loss: 33.7412 - reconstruction_loss: 33.6459 - kl_loss: 2.6885e-05


 57/493 [==>...........................] - ETA: 10s - loss: 33.7361 - reconstruction_loss: 33.6368 - kl_loss: 2.6739e-05


 60/493 [==>...........................] - ETA: 10s - loss: 33.7315 - reconstruction_loss: 33.6497 - kl_loss: 2.6507e-05


 63/493 [==>...........................] - ETA: 10s - loss: 33.7278 - reconstruction_loss: 33.6515 - kl_loss: 2.6283e-05


 65/493 [==>...........................] - ETA: 10s - loss: 33.7253 - reconstruction_loss: 33.6357 - kl_loss: 2.6160e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.7211 - reconstruction_loss: 33.6264 - kl_loss: 2.5954e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.7172 - reconstruction_loss: 33.6211 - kl_loss: 2.5744e-05


 74/493 [===>..........................] - ETA: 10s - loss: 33.7134 - reconstruction_loss: 33.6266 - kl_loss: 2.5566e-05


 77/493 [===>..........................] - ETA: 10s - loss: 33.7102 - reconstruction_loss: 33.6364 - kl_loss: 2.5398e-05


 79/493 [===>..........................] - ETA: 10s - loss: 33.7079 - reconstruction_loss: 33.6100 - kl_loss: 2.5293e-05


 82/493 [===>..........................] - ETA: 9s - loss: 33.7048 - reconstruction_loss: 33.6305 - kl_loss: 2.5100e-05 


 85/493 [====>.........................] - ETA: 9s - loss: 33.7022 - reconstruction_loss: 33.6384 - kl_loss: 2.4881e-05


 88/493 [====>.........................] - ETA: 9s - loss: 33.6997 - reconstruction_loss: 33.6336 - kl_loss: 2.4682e-05


 91/493 [====>.........................] - ETA: 9s - loss: 33.6972 - reconstruction_loss: 33.6251 - kl_loss: 2.4510e-05


 94/493 [====>.........................] - ETA: 9s - loss: 33.6948 - reconstruction_loss: 33.6180 - kl_loss: 2.4335e-05


 97/493 [====>.........................] - ETA: 9s - loss: 33.6925 - reconstruction_loss: 33.6219 - kl_loss: 2.4138e-05


100/493 [=====>........................] - ETA: 9s - loss: 33.6903 - reconstruction_loss: 33.6159 - kl_loss: 2.3938e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.6881 - reconstruction_loss: 33.6152 - kl_loss: 2.3762e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.6861 - reconstruction_loss: 33.6213 - kl_loss: 2.3592e-05


109/493 [=====>........................] - ETA: 9s - loss: 33.6840 - reconstruction_loss: 33.6017 - kl_loss: 2.3396e-05


112/493 [=====>........................] - ETA: 9s - loss: 33.6819 - reconstruction_loss: 33.6094 - kl_loss: 2.3154e-05


115/493 [=====>........................] - ETA: 9s - loss: 33.6798 - reconstruction_loss: 33.5938 - kl_loss: 2.2897e-05


117/493 [======>.......................] - ETA: 9s - loss: 33.6785 - reconstruction_loss: 33.6087 - kl_loss: 2.2729e-05


120/493 [======>.......................] - ETA: 9s - loss: 33.6767 - reconstruction_loss: 33.6070 - kl_loss: 2.2496e-05


123/493 [======>.......................] - ETA: 8s - loss: 33.6750 - reconstruction_loss: 33.6070 - kl_loss: 2.2261e-05


126/493 [======>.......................] - ETA: 8s - loss: 33.6737 - reconstruction_loss: 33.6223 - kl_loss: 2.2044e-05


129/493 [======>.......................] - ETA: 8s - loss: 33.6726 - reconstruction_loss: 33.6243 - kl_loss: 2.1877e-05


132/493 [=======>......................] - ETA: 8s - loss: 33.6715 - reconstruction_loss: 33.6189 - kl_loss: 2.1760e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.6704 - reconstruction_loss: 33.6245 - kl_loss: 2.1719e-05


138/493 [=======>......................] - ETA: 8s - loss: 33.6694 - reconstruction_loss: 33.6256 - kl_loss: 2.1724e-05


141/493 [=======>......................] - ETA: 8s - loss: 33.6685 - reconstruction_loss: 33.6276 - kl_loss: 2.1722e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.6677 - reconstruction_loss: 33.6361 - kl_loss: 2.1719e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.6670 - reconstruction_loss: 33.6287 - kl_loss: 2.1723e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.6661 - reconstruction_loss: 33.6208 - kl_loss: 2.1742e-05


153/493 [========>.....................] - ETA: 8s - loss: 33.6653 - reconstruction_loss: 33.6246 - kl_loss: 2.1776e-05


156/493 [========>.....................] - ETA: 8s - loss: 33.6646 - reconstruction_loss: 33.6222 - kl_loss: 2.1816e-05


158/493 [========>.....................] - ETA: 8s - loss: 33.6640 - reconstruction_loss: 33.6159 - kl_loss: 2.1834e-05


161/493 [========>.....................] - ETA: 7s - loss: 33.6630 - reconstruction_loss: 33.6100 - kl_loss: 2.1836e-05


164/493 [========>.....................] - ETA: 7s - loss: 33.6621 - reconstruction_loss: 33.6108 - kl_loss: 2.1811e-05


166/493 [=========>....................] - ETA: 7s - loss: 33.6615 - reconstruction_loss: 33.6185 - kl_loss: 2.1788e-05


169/493 [=========>....................] - ETA: 7s - loss: 33.6606 - reconstruction_loss: 33.6097 - kl_loss: 2.1756e-05


172/493 [=========>....................] - ETA: 7s - loss: 33.6596 - reconstruction_loss: 33.5964 - kl_loss: 2.1723e-05


175/493 [=========>....................] - ETA: 7s - loss: 33.6585 - reconstruction_loss: 33.5921 - kl_loss: 2.1683e-05


178/493 [=========>....................] - ETA: 7s - loss: 33.6573 - reconstruction_loss: 33.5962 - kl_loss: 2.1647e-05


180/493 [=========>....................] - ETA: 7s - loss: 33.6567 - reconstruction_loss: 33.6079 - kl_loss: 2.1633e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.6561 - reconstruction_loss: 33.6044 - kl_loss: 2.1637e-05


184/493 [==========>...................] - ETA: 7s - loss: 33.6556 - reconstruction_loss: 33.6041 - kl_loss: 2.1657e-05


186/493 [==========>...................] - ETA: 7s - loss: 33.6550 - reconstruction_loss: 33.6058 - kl_loss: 2.1677e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6545 - reconstruction_loss: 33.6033 - kl_loss: 2.1685e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.6537 - reconstruction_loss: 33.6097 - kl_loss: 2.1699e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.6529 - reconstruction_loss: 33.5988 - kl_loss: 2.1749e-05


197/493 [==========>...................] - ETA: 7s - loss: 33.6521 - reconstruction_loss: 33.5963 - kl_loss: 2.1829e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.6513 - reconstruction_loss: 33.6000 - kl_loss: 2.1913e-05


203/493 [===========>..................] - ETA: 7s - loss: 33.6506 - reconstruction_loss: 33.6045 - kl_loss: 2.2032e-05


206/493 [===========>..................] - ETA: 6s - loss: 33.6500 - reconstruction_loss: 33.6103 - kl_loss: 2.2187e-05


209/493 [===========>..................] - ETA: 6s - loss: 33.6494 - reconstruction_loss: 33.6055 - kl_loss: 2.2349e-05


212/493 [===========>..................] - ETA: 6s - loss: 33.6488 - reconstruction_loss: 33.6052 - kl_loss: 2.2495e-05


215/493 [============>.................] - ETA: 6s - loss: 33.6481 - reconstruction_loss: 33.6001 - kl_loss: 2.2616e-05


218/493 [============>.................] - ETA: 6s - loss: 33.6474 - reconstruction_loss: 33.5961 - kl_loss: 2.2718e-05


221/493 [============>.................] - ETA: 6s - loss: 33.6467 - reconstruction_loss: 33.6016 - kl_loss: 2.2814e-05


223/493 [============>.................] - ETA: 6s - loss: 33.6464 - reconstruction_loss: 33.6034 - kl_loss: 2.2877e-05


226/493 [============>.................] - ETA: 6s - loss: 33.6459 - reconstruction_loss: 33.6107 - kl_loss: 2.2957e-05


229/493 [============>.................] - ETA: 6s - loss: 33.6454 - reconstruction_loss: 33.6076 - kl_loss: 2.3004e-05


232/493 [=============>................] - ETA: 6s - loss: 33.6449 - reconstruction_loss: 33.6106 - kl_loss: 2.3021e-05


235/493 [=============>................] - ETA: 6s - loss: 33.6444 - reconstruction_loss: 33.6042 - kl_loss: 2.3013e-05


238/493 [=============>................] - ETA: 6s - loss: 33.6439 - reconstruction_loss: 33.6025 - kl_loss: 2.2982e-05


241/493 [=============>................] - ETA: 6s - loss: 33.6434 - reconstruction_loss: 33.6066 - kl_loss: 2.2928e-05


244/493 [=============>................] - ETA: 6s - loss: 33.6430 - reconstruction_loss: 33.6099 - kl_loss: 2.2851e-05


246/493 [=============>................] - ETA: 5s - loss: 33.6427 - reconstruction_loss: 33.6080 - kl_loss: 2.2788e-05


248/493 [==============>...............] - ETA: 5s - loss: 33.6424 - reconstruction_loss: 33.6089 - kl_loss: 2.2715e-05


250/493 [==============>...............] - ETA: 5s - loss: 33.6422 - reconstruction_loss: 33.6079 - kl_loss: 2.2634e-05


253/493 [==============>...............] - ETA: 5s - loss: 33.6418 - reconstruction_loss: 33.6122 - kl_loss: 2.2508e-05


256/493 [==============>...............] - ETA: 5s - loss: 33.6414 - reconstruction_loss: 33.6136 - kl_loss: 2.2397e-05


259/493 [==============>...............] - ETA: 5s - loss: 33.6411 - reconstruction_loss: 33.6169 - kl_loss: 2.2344e-05


262/493 [==============>...............] - ETA: 5s - loss: 33.6409 - reconstruction_loss: 33.6150 - kl_loss: 2.2349e-05


265/493 [===============>..............] - ETA: 5s - loss: 33.6406 - reconstruction_loss: 33.6137 - kl_loss: 2.2379e-05


268/493 [===============>..............] - ETA: 5s - loss: 33.6403 - reconstruction_loss: 33.6200 - kl_loss: 2.2457e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.6400 - reconstruction_loss: 33.6136 - kl_loss: 2.2609e-05


274/493 [===============>..............] - ETA: 5s - loss: 33.6398 - reconstruction_loss: 33.6150 - kl_loss: 2.2804e-05


277/493 [===============>..............] - ETA: 5s - loss: 33.6395 - reconstruction_loss: 33.6137 - kl_loss: 2.3046e-05


280/493 [================>.............] - ETA: 5s - loss: 33.6392 - reconstruction_loss: 33.6092 - kl_loss: 2.3313e-05


283/493 [================>.............] - ETA: 5s - loss: 33.6389 - reconstruction_loss: 33.6081 - kl_loss: 2.3591e-05


286/493 [================>.............] - ETA: 5s - loss: 33.6385 - reconstruction_loss: 33.6054 - kl_loss: 2.3869e-05


288/493 [================>.............] - ETA: 4s - loss: 33.6383 - reconstruction_loss: 33.6031 - kl_loss: 2.4053e-05


291/493 [================>.............] - ETA: 4s - loss: 33.6379 - reconstruction_loss: 33.6028 - kl_loss: 2.4314e-05


293/493 [================>.............] - ETA: 4s - loss: 33.6377 - reconstruction_loss: 33.6071 - kl_loss: 2.4476e-05


296/493 [=================>............] - ETA: 4s - loss: 33.6374 - reconstruction_loss: 33.6079 - kl_loss: 2.4703e-05


299/493 [=================>............] - ETA: 4s - loss: 33.6372 - reconstruction_loss: 33.6126 - kl_loss: 2.4892e-05


301/493 [=================>............] - ETA: 4s - loss: 33.6370 - reconstruction_loss: 33.6163 - kl_loss: 2.4993e-05


303/493 [=================>............] - ETA: 4s - loss: 33.6369 - reconstruction_loss: 33.6142 - kl_loss: 2.5076e-05


306/493 [=================>............] - ETA: 4s - loss: 33.6367 - reconstruction_loss: 33.6225 - kl_loss: 2.5167e-05


308/493 [=================>............] - ETA: 4s - loss: 33.6366 - reconstruction_loss: 33.6258 - kl_loss: 2.5216e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6365 - reconstruction_loss: 33.6281 - kl_loss: 2.5286e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.6364 - reconstruction_loss: 33.6277 - kl_loss: 2.5349e-05


317/493 [==================>...........] - ETA: 4s - loss: 33.6364 - reconstruction_loss: 33.6284 - kl_loss: 2.5394e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.6363 - reconstruction_loss: 33.6250 - kl_loss: 2.5423e-05


323/493 [==================>...........] - ETA: 4s - loss: 33.6362 - reconstruction_loss: 33.6230 - kl_loss: 2.5434e-05


326/493 [==================>...........] - ETA: 4s - loss: 33.6360 - reconstruction_loss: 33.6199 - kl_loss: 2.5439e-05


329/493 [===================>..........] - ETA: 3s - loss: 33.6359 - reconstruction_loss: 33.6163 - kl_loss: 2.5440e-05


332/493 [===================>..........] - ETA: 3s - loss: 33.6357 - reconstruction_loss: 33.6195 - kl_loss: 2.5425e-05


334/493 [===================>..........] - ETA: 3s - loss: 33.6356 - reconstruction_loss: 33.6194 - kl_loss: 2.5414e-05


337/493 [===================>..........] - ETA: 3s - loss: 33.6354 - reconstruction_loss: 33.6178 - kl_loss: 2.5399e-05


339/493 [===================>..........] - ETA: 3s - loss: 33.6353 - reconstruction_loss: 33.6211 - kl_loss: 2.5390e-05


341/493 [===================>..........] - ETA: 3s - loss: 33.6353 - reconstruction_loss: 33.6225 - kl_loss: 2.5387e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.6352 - reconstruction_loss: 33.6241 - kl_loss: 2.5398e-05


345/493 [===================>..........] - ETA: 3s - loss: 33.6351 - reconstruction_loss: 33.6229 - kl_loss: 2.5416e-05


348/493 [====================>.........] - ETA: 3s - loss: 33.6351 - reconstruction_loss: 33.6282 - kl_loss: 2.5448e-05


351/493 [====================>.........] - ETA: 3s - loss: 33.6350 - reconstruction_loss: 33.6288 - kl_loss: 2.5491e-05


354/493 [====================>.........] - ETA: 3s - loss: 33.6350 - reconstruction_loss: 33.6344 - kl_loss: 2.5527e-05


357/493 [====================>.........] - ETA: 3s - loss: 33.6350 - reconstruction_loss: 33.6360 - kl_loss: 2.5541e-05


360/493 [====================>.........] - ETA: 3s - loss: 33.6350 - reconstruction_loss: 33.6314 - kl_loss: 2.5530e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.6349 - reconstruction_loss: 33.6286 - kl_loss: 2.5515e-05


365/493 [=====================>........] - ETA: 3s - loss: 33.6349 - reconstruction_loss: 33.6301 - kl_loss: 2.5488e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.6349 - reconstruction_loss: 33.6313 - kl_loss: 2.5472e-05


370/493 [=====================>........] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6359 - kl_loss: 2.5447e-05


373/493 [=====================>........] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6332 - kl_loss: 2.5425e-05


376/493 [=====================>........] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6311 - kl_loss: 2.5414e-05


379/493 [======================>.......] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6329 - kl_loss: 2.5410e-05


382/493 [======================>.......] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6332 - kl_loss: 2.5405e-05


385/493 [======================>.......] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6371 - kl_loss: 2.5410e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6361 - kl_loss: 2.5417e-05


390/493 [======================>.......] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6342 - kl_loss: 2.5410e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6384 - kl_loss: 2.5396e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6386 - kl_loss: 2.5386e-05


396/493 [=======================>......] - ETA: 2s - loss: 33.6348 - reconstruction_loss: 33.6407 - kl_loss: 2.5387e-05


399/493 [=======================>......] - ETA: 2s - loss: 33.6349 - reconstruction_loss: 33.6388 - kl_loss: 2.5409e-05


402/493 [=======================>......] - ETA: 2s - loss: 33.6349 - reconstruction_loss: 33.6372 - kl_loss: 2.5423e-05


405/493 [=======================>......] - ETA: 2s - loss: 33.6349 - reconstruction_loss: 33.6370 - kl_loss: 2.5434e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6350 - reconstruction_loss: 33.6388 - kl_loss: 2.5461e-05


411/493 [========================>.....] - ETA: 2s - loss: 33.6350 - reconstruction_loss: 33.6410 - kl_loss: 2.5517e-05


413/493 [========================>.....] - ETA: 1s - loss: 33.6350 - reconstruction_loss: 33.6420 - kl_loss: 2.5570e-05


415/493 [========================>.....] - ETA: 1s - loss: 33.6351 - reconstruction_loss: 33.6415 - kl_loss: 2.5628e-05


417/493 [========================>.....] - ETA: 1s - loss: 33.6351 - reconstruction_loss: 33.6399 - kl_loss: 2.5687e-05


419/493 [========================>.....] - ETA: 1s - loss: 33.6351 - reconstruction_loss: 33.6405 - kl_loss: 2.5740e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6351 - reconstruction_loss: 33.6382 - kl_loss: 2.5785e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6352 - reconstruction_loss: 33.6442 - kl_loss: 2.5828e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.6352 - reconstruction_loss: 33.6439 - kl_loss: 2.5910e-05


428/493 [=========================>....] - ETA: 1s - loss: 33.6353 - reconstruction_loss: 33.6457 - kl_loss: 2.5977e-05


430/493 [=========================>....] - ETA: 1s - loss: 33.6353 - reconstruction_loss: 33.6473 - kl_loss: 2.6046e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6354 - reconstruction_loss: 33.6473 - kl_loss: 2.6142e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6355 - reconstruction_loss: 33.6521 - kl_loss: 2.6207e-05


437/493 [=========================>....] - ETA: 1s - loss: 33.6356 - reconstruction_loss: 33.6491 - kl_loss: 2.6281e-05


440/493 [=========================>....] - ETA: 1s - loss: 33.6356 - reconstruction_loss: 33.6428 - kl_loss: 2.6391e-05


443/493 [=========================>....] - ETA: 1s - loss: 33.6357 - reconstruction_loss: 33.6429 - kl_loss: 2.6485e-05


446/493 [==========================>...] - ETA: 1s - loss: 33.6357 - reconstruction_loss: 33.6414 - kl_loss: 2.6570e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.6357 - reconstruction_loss: 33.6401 - kl_loss: 2.6632e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6357 - reconstruction_loss: 33.6395 - kl_loss: 2.6696e-05


453/493 [==========================>...] - ETA: 0s - loss: 33.6358 - reconstruction_loss: 33.6413 - kl_loss: 2.6800e-05


455/493 [==========================>...] - ETA: 0s - loss: 33.6358 - reconstruction_loss: 33.6445 - kl_loss: 2.6873e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.6358 - reconstruction_loss: 33.6446 - kl_loss: 2.6947e-05


460/493 [==========================>...] - ETA: 0s - loss: 33.6359 - reconstruction_loss: 33.6437 - kl_loss: 2.7056e-05


463/493 [===========================>..] - ETA: 0s - loss: 33.6359 - reconstruction_loss: 33.6423 - kl_loss: 2.7154e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6360 - reconstruction_loss: 33.6429 - kl_loss: 2.7214e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6360 - reconstruction_loss: 33.6424 - kl_loss: 2.7282e-05


470/493 [===========================>..] - ETA: 0s - loss: 33.6360 - reconstruction_loss: 33.6408 - kl_loss: 2.7316e-05


472/493 [===========================>..] - ETA: 0s - loss: 33.6360 - reconstruction_loss: 33.6406 - kl_loss: 2.7345e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6361 - reconstruction_loss: 33.6407 - kl_loss: 2.7378e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6361 - reconstruction_loss: 33.6381 - kl_loss: 2.7412e-05


478/493 [============================>.] - ETA: 0s - loss: 33.6361 - reconstruction_loss: 33.6415 - kl_loss: 2.7447e-05


480/493 [============================>.] - ETA: 0s - loss: 33.6361 - reconstruction_loss: 33.6383 - kl_loss: 2.7480e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6361 - reconstruction_loss: 33.6393 - kl_loss: 2.7511e-05


485/493 [============================>.] - ETA: 0s - loss: 33.6361 - reconstruction_loss: 33.6386 - kl_loss: 2.7548e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6361 - reconstruction_loss: 33.6377 - kl_loss: 2.7579e-05


491/493 [============================>.] - ETA: 0s - loss: 33.6362 - reconstruction_loss: 33.6403 - kl_loss: 2.7612e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6360 - reconstruction_loss: 33.5833 - kl_loss: 2.7641e-05

Epoch 13/30

  1/493 [..............................] - ETA: 12s - loss: 33.6754 - reconstruction_loss: 33.6753 - kl_loss: 3.5793e-05


  3/493 [..............................] - ETA: 12s - loss: 33.9594 - reconstruction_loss: 33.9745 - kl_loss: 3.6259e-05


  6/493 [..............................] - ETA: 11s - loss: 33.8713 - reconstruction_loss: 33.7310 - kl_loss: 3.6687e-05


  9/493 [..............................] - ETA: 11s - loss: 33.8551 - reconstruction_loss: 33.9085 - kl_loss: 3.8101e-05


 12/493 [..............................] - ETA: 11s - loss: 33.8814 - reconstruction_loss: 34.0379 - kl_loss: 3.9118e-05


 15/493 [..............................] - ETA: 11s - loss: 33.9061 - reconstruction_loss: 33.9662 - kl_loss: 3.9442e-05


 18/493 [>.............................] - ETA: 11s - loss: 33.9067 - reconstruction_loss: 33.8538 - kl_loss: 3.9745e-05


 21/493 [>.............................] - ETA: 11s - loss: 33.9037 - reconstruction_loss: 33.8635 - kl_loss: 4.0149e-05


 24/493 [>.............................] - ETA: 11s - loss: 33.8947 - reconstruction_loss: 33.8205 - kl_loss: 4.0465e-05


 27/493 [>.............................] - ETA: 11s - loss: 33.8817 - reconstruction_loss: 33.7566 - kl_loss: 4.1146e-05


 30/493 [>.............................] - ETA: 10s - loss: 33.8662 - reconstruction_loss: 33.7330 - kl_loss: 4.2351e-05


 33/493 [=>............................] - ETA: 10s - loss: 33.8519 - reconstruction_loss: 33.6998 - kl_loss: 4.3903e-05


 36/493 [=>............................] - ETA: 10s - loss: 33.8420 - reconstruction_loss: 33.7491 - kl_loss: 4.5272e-05


 39/493 [=>............................] - ETA: 10s - loss: 33.8338 - reconstruction_loss: 33.7541 - kl_loss: 4.6121e-05


 42/493 [=>............................] - ETA: 10s - loss: 33.8278 - reconstruction_loss: 33.7409 - kl_loss: 4.6597e-05


 45/493 [=>............................] - ETA: 10s - loss: 33.8232 - reconstruction_loss: 33.7500 - kl_loss: 4.6825e-05


 48/493 [=>............................] - ETA: 10s - loss: 33.8186 - reconstruction_loss: 33.7540 - kl_loss: 4.6890e-05


 51/493 [==>...........................] - ETA: 10s - loss: 33.8161 - reconstruction_loss: 33.7616 - kl_loss: 4.6795e-05


 54/493 [==>...........................] - ETA: 10s - loss: 33.8122 - reconstruction_loss: 33.7426 - kl_loss: 4.6642e-05


 57/493 [==>...........................] - ETA: 10s - loss: 33.8089 - reconstruction_loss: 33.7496 - kl_loss: 4.6450e-05


 60/493 [==>...........................] - ETA: 10s - loss: 33.8065 - reconstruction_loss: 33.7706 - kl_loss: 4.6234e-05


 63/493 [==>...........................] - ETA: 10s - loss: 33.8043 - reconstruction_loss: 33.7598 - kl_loss: 4.5946e-05


 66/493 [===>..........................] - ETA: 10s - loss: 33.8018 - reconstruction_loss: 33.7359 - kl_loss: 4.5541e-05


 69/493 [===>..........................] - ETA: 10s - loss: 33.7987 - reconstruction_loss: 33.7322 - kl_loss: 4.5073e-05


 72/493 [===>..........................] - ETA: 10s - loss: 33.7949 - reconstruction_loss: 33.7039 - kl_loss: 4.4527e-05


 75/493 [===>..........................] - ETA: 9s - loss: 33.7918 - reconstruction_loss: 33.7111 - kl_loss: 4.3860e-05 


 77/493 [===>..........................] - ETA: 10s - loss: 33.7890 - reconstruction_loss: 33.6843 - kl_loss: 4.3395e-05


 79/493 [===>..........................] - ETA: 10s - loss: 33.7864 - reconstruction_loss: 33.6847 - kl_loss: 4.2906e-05


 81/493 [===>..........................] - ETA: 10s - loss: 33.7838 - reconstruction_loss: 33.6854 - kl_loss: 4.2406e-05


 83/493 [====>.........................] - ETA: 10s - loss: 33.7813 - reconstruction_loss: 33.6793 - kl_loss: 4.1934e-05


 85/493 [====>.........................] - ETA: 10s - loss: 33.7787 - reconstruction_loss: 33.6663 - kl_loss: 4.1516e-05


 88/493 [====>.........................] - ETA: 9s - loss: 33.7750 - reconstruction_loss: 33.6692 - kl_loss: 4.1002e-05 


 91/493 [====>.........................] - ETA: 9s - loss: 33.7716 - reconstruction_loss: 33.6771 - kl_loss: 4.0613e-05


 94/493 [====>.........................] - ETA: 9s - loss: 33.7688 - reconstruction_loss: 33.6869 - kl_loss: 4.0375e-05


 97/493 [====>.........................] - ETA: 9s - loss: 33.7663 - reconstruction_loss: 33.6838 - kl_loss: 4.0253e-05


100/493 [=====>........................] - ETA: 9s - loss: 33.7633 - reconstruction_loss: 33.6629 - kl_loss: 4.0193e-05


102/493 [=====>........................] - ETA: 9s - loss: 33.7611 - reconstruction_loss: 33.6484 - kl_loss: 4.0139e-05


104/493 [=====>........................] - ETA: 9s - loss: 33.7589 - reconstruction_loss: 33.6495 - kl_loss: 4.0063e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.7570 - reconstruction_loss: 33.6536 - kl_loss: 3.9965e-05


108/493 [=====>........................] - ETA: 9s - loss: 33.7550 - reconstruction_loss: 33.6512 - kl_loss: 3.9850e-05


110/493 [=====>........................] - ETA: 9s - loss: 33.7530 - reconstruction_loss: 33.6387 - kl_loss: 3.9726e-05


113/493 [=====>........................] - ETA: 9s - loss: 33.7500 - reconstruction_loss: 33.6349 - kl_loss: 3.9538e-05


116/493 [======>.......................] - ETA: 9s - loss: 33.7471 - reconstruction_loss: 33.6381 - kl_loss: 3.9408e-05


119/493 [======>.......................] - ETA: 9s - loss: 33.7446 - reconstruction_loss: 33.6499 - kl_loss: 3.9375e-05


122/493 [======>.......................] - ETA: 9s - loss: 33.7418 - reconstruction_loss: 33.6241 - kl_loss: 3.9419e-05


124/493 [======>.......................] - ETA: 9s - loss: 33.7398 - reconstruction_loss: 33.6187 - kl_loss: 3.9478e-05


127/493 [======>.......................] - ETA: 9s - loss: 33.7369 - reconstruction_loss: 33.6187 - kl_loss: 3.9582e-05


129/493 [======>.......................] - ETA: 8s - loss: 33.7350 - reconstruction_loss: 33.6154 - kl_loss: 3.9647e-05


132/493 [=======>......................] - ETA: 8s - loss: 33.7322 - reconstruction_loss: 33.6113 - kl_loss: 3.9694e-05


134/493 [=======>......................] - ETA: 8s - loss: 33.7304 - reconstruction_loss: 33.6105 - kl_loss: 3.9682e-05


137/493 [=======>......................] - ETA: 8s - loss: 33.7278 - reconstruction_loss: 33.6095 - kl_loss: 3.9584e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.7255 - reconstruction_loss: 33.6286 - kl_loss: 3.9414e-05


143/493 [=======>......................] - ETA: 8s - loss: 33.7233 - reconstruction_loss: 33.6185 - kl_loss: 3.9202e-05


145/493 [=======>......................] - ETA: 8s - loss: 33.7219 - reconstruction_loss: 33.6145 - kl_loss: 3.9034e-05


148/493 [========>.....................] - ETA: 8s - loss: 33.7195 - reconstruction_loss: 33.6075 - kl_loss: 3.8737e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.7181 - reconstruction_loss: 33.6091 - kl_loss: 3.8528e-05


152/493 [========>.....................] - ETA: 8s - loss: 33.7167 - reconstruction_loss: 33.6127 - kl_loss: 3.8333e-05


154/493 [========>.....................] - ETA: 8s - loss: 33.7154 - reconstruction_loss: 33.6218 - kl_loss: 3.8176e-05


156/493 [========>.....................] - ETA: 8s - loss: 33.7142 - reconstruction_loss: 33.6187 - kl_loss: 3.8060e-05


158/493 [========>.....................] - ETA: 8s - loss: 33.7131 - reconstruction_loss: 33.6273 - kl_loss: 3.7979e-05


160/493 [========>.....................] - ETA: 8s - loss: 33.7120 - reconstruction_loss: 33.6215 - kl_loss: 3.7919e-05


162/493 [========>.....................] - ETA: 8s - loss: 33.7108 - reconstruction_loss: 33.6136 - kl_loss: 3.7875e-05


164/493 [========>.....................] - ETA: 8s - loss: 33.7096 - reconstruction_loss: 33.6191 - kl_loss: 3.7847e-05


167/493 [=========>....................] - ETA: 8s - loss: 33.7081 - reconstruction_loss: 33.6245 - kl_loss: 3.7816e-05


169/493 [=========>....................] - ETA: 8s - loss: 33.7071 - reconstruction_loss: 33.6251 - kl_loss: 3.7807e-05


171/493 [=========>....................] - ETA: 8s - loss: 33.7062 - reconstruction_loss: 33.6381 - kl_loss: 3.7821e-05


173/493 [=========>....................] - ETA: 8s - loss: 33.7055 - reconstruction_loss: 33.6371 - kl_loss: 3.7859e-05


175/493 [=========>....................] - ETA: 8s - loss: 33.7047 - reconstruction_loss: 33.6413 - kl_loss: 3.7901e-05


178/493 [=========>....................] - ETA: 7s - loss: 33.7037 - reconstruction_loss: 33.6489 - kl_loss: 3.7953e-05


180/493 [=========>....................] - ETA: 7s - loss: 33.7031 - reconstruction_loss: 33.6446 - kl_loss: 3.7985e-05


183/493 [==========>...................] - ETA: 7s - loss: 33.7021 - reconstruction_loss: 33.6424 - kl_loss: 3.8019e-05


186/493 [==========>...................] - ETA: 7s - loss: 33.7013 - reconstruction_loss: 33.6570 - kl_loss: 3.8009e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.7008 - reconstruction_loss: 33.6502 - kl_loss: 3.7963e-05


190/493 [==========>...................] - ETA: 7s - loss: 33.7003 - reconstruction_loss: 33.6563 - kl_loss: 3.7884e-05


192/493 [==========>...................] - ETA: 7s - loss: 33.6998 - reconstruction_loss: 33.6562 - kl_loss: 3.7777e-05


195/493 [==========>...................] - ETA: 7s - loss: 33.6992 - reconstruction_loss: 33.6595 - kl_loss: 3.7582e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.6986 - reconstruction_loss: 33.6626 - kl_loss: 3.7368e-05


201/493 [===========>..................] - ETA: 7s - loss: 33.6981 - reconstruction_loss: 33.6608 - kl_loss: 3.7141e-05


204/493 [===========>..................] - ETA: 7s - loss: 33.6975 - reconstruction_loss: 33.6602 - kl_loss: 3.6901e-05


207/493 [===========>..................] - ETA: 7s - loss: 33.6969 - reconstruction_loss: 33.6551 - kl_loss: 3.6658e-05


209/493 [===========>..................] - ETA: 7s - loss: 33.6966 - reconstruction_loss: 33.6608 - kl_loss: 3.6496e-05


212/493 [===========>..................] - ETA: 7s - loss: 33.6961 - reconstruction_loss: 33.6625 - kl_loss: 3.6253e-05


214/493 [============>.................] - ETA: 7s - loss: 33.6958 - reconstruction_loss: 33.6619 - kl_loss: 3.6088e-05


217/493 [============>.................] - ETA: 6s - loss: 33.6953 - reconstruction_loss: 33.6636 - kl_loss: 3.5831e-05


220/493 [============>.................] - ETA: 6s - loss: 33.6950 - reconstruction_loss: 33.6703 - kl_loss: 3.5559e-05


222/493 [============>.................] - ETA: 6s - loss: 33.6948 - reconstruction_loss: 33.6705 - kl_loss: 3.5375e-05


224/493 [============>.................] - ETA: 6s - loss: 33.6946 - reconstruction_loss: 33.6775 - kl_loss: 3.5196e-05


226/493 [============>.................] - ETA: 6s - loss: 33.6944 - reconstruction_loss: 33.6801 - kl_loss: 3.5032e-05


229/493 [============>.................] - ETA: 6s - loss: 33.6943 - reconstruction_loss: 33.6858 - kl_loss: 3.4841e-05


232/493 [=============>................] - ETA: 6s - loss: 33.6941 - reconstruction_loss: 33.6788 - kl_loss: 3.4687e-05


235/493 [=============>................] - ETA: 6s - loss: 33.6939 - reconstruction_loss: 33.6786 - kl_loss: 3.4527e-05


238/493 [=============>................] - ETA: 6s - loss: 33.6937 - reconstruction_loss: 33.6731 - kl_loss: 3.4377e-05


241/493 [=============>................] - ETA: 6s - loss: 33.6934 - reconstruction_loss: 33.6716 - kl_loss: 3.4251e-05


243/493 [=============>................] - ETA: 6s - loss: 33.6933 - reconstruction_loss: 33.6761 - kl_loss: 3.4173e-05


245/493 [=============>................] - ETA: 6s - loss: 33.6931 - reconstruction_loss: 33.6784 - kl_loss: 3.4104e-05


248/493 [==============>...............] - ETA: 6s - loss: 33.6930 - reconstruction_loss: 33.6804 - kl_loss: 3.4017e-05


251/493 [==============>...............] - ETA: 6s - loss: 33.6929 - reconstruction_loss: 33.6837 - kl_loss: 3.3942e-05


254/493 [==============>...............] - ETA: 6s - loss: 33.6927 - reconstruction_loss: 33.6808 - kl_loss: 3.3867e-05


256/493 [==============>...............] - ETA: 5s - loss: 33.6926 - reconstruction_loss: 33.6817 - kl_loss: 3.3810e-05


258/493 [==============>...............] - ETA: 5s - loss: 33.6925 - reconstruction_loss: 33.6756 - kl_loss: 3.3745e-05


260/493 [==============>...............] - ETA: 5s - loss: 33.6924 - reconstruction_loss: 33.6793 - kl_loss: 3.3681e-05


262/493 [==============>...............] - ETA: 5s - loss: 33.6923 - reconstruction_loss: 33.6815 - kl_loss: 3.3626e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.6923 - reconstruction_loss: 33.6773 - kl_loss: 3.3603e-05


265/493 [===============>..............] - ETA: 5s - loss: 33.6921 - reconstruction_loss: 33.6731 - kl_loss: 3.3560e-05


267/493 [===============>..............] - ETA: 5s - loss: 33.6920 - reconstruction_loss: 33.6752 - kl_loss: 3.3521e-05


269/493 [===============>..............] - ETA: 5s - loss: 33.6918 - reconstruction_loss: 33.6734 - kl_loss: 3.3486e-05


272/493 [===============>..............] - ETA: 5s - loss: 33.6916 - reconstruction_loss: 33.6725 - kl_loss: 3.3435e-05


275/493 [===============>..............] - ETA: 5s - loss: 33.6914 - reconstruction_loss: 33.6701 - kl_loss: 3.3377e-05


278/493 [===============>..............] - ETA: 5s - loss: 33.6912 - reconstruction_loss: 33.6668 - kl_loss: 3.3314e-05


280/493 [================>.............] - ETA: 5s - loss: 33.6910 - reconstruction_loss: 33.6696 - kl_loss: 3.3271e-05


282/493 [================>.............] - ETA: 5s - loss: 33.6908 - reconstruction_loss: 33.6682 - kl_loss: 3.3230e-05


284/493 [================>.............] - ETA: 5s - loss: 33.6907 - reconstruction_loss: 33.6642 - kl_loss: 3.3185e-05


286/493 [================>.............] - ETA: 5s - loss: 33.6905 - reconstruction_loss: 33.6624 - kl_loss: 3.3132e-05


288/493 [================>.............] - ETA: 5s - loss: 33.6903 - reconstruction_loss: 33.6600 - kl_loss: 3.3076e-05


290/493 [================>.............] - ETA: 5s - loss: 33.6901 - reconstruction_loss: 33.6598 - kl_loss: 3.3016e-05


293/493 [================>.............] - ETA: 5s - loss: 33.6897 - reconstruction_loss: 33.6541 - kl_loss: 3.2923e-05


296/493 [=================>............] - ETA: 5s - loss: 33.6893 - reconstruction_loss: 33.6522 - kl_loss: 3.2850e-05


298/493 [=================>............] - ETA: 5s - loss: 33.6891 - reconstruction_loss: 33.6530 - kl_loss: 3.2815e-05


300/493 [=================>............] - ETA: 5s - loss: 33.6888 - reconstruction_loss: 33.6514 - kl_loss: 3.2793e-05


302/493 [=================>............] - ETA: 4s - loss: 33.6886 - reconstruction_loss: 33.6493 - kl_loss: 3.2781e-05


304/493 [=================>............] - ETA: 4s - loss: 33.6883 - reconstruction_loss: 33.6481 - kl_loss: 3.2768e-05


307/493 [=================>............] - ETA: 4s - loss: 33.6880 - reconstruction_loss: 33.6540 - kl_loss: 3.2738e-05


310/493 [=================>............] - ETA: 4s - loss: 33.6877 - reconstruction_loss: 33.6613 - kl_loss: 3.2700e-05


313/493 [==================>...........] - ETA: 4s - loss: 33.6874 - reconstruction_loss: 33.6601 - kl_loss: 3.2653e-05


315/493 [==================>...........] - ETA: 4s - loss: 33.6873 - reconstruction_loss: 33.6605 - kl_loss: 3.2609e-05


318/493 [==================>...........] - ETA: 4s - loss: 33.6870 - reconstruction_loss: 33.6572 - kl_loss: 3.2529e-05


319/493 [==================>...........] - ETA: 4s - loss: 33.6869 - reconstruction_loss: 33.6594 - kl_loss: 3.2499e-05


321/493 [==================>...........] - ETA: 4s - loss: 33.6868 - reconstruction_loss: 33.6645 - kl_loss: 3.2434e-05


324/493 [==================>...........] - ETA: 4s - loss: 33.6866 - reconstruction_loss: 33.6646 - kl_loss: 3.2339e-05


326/493 [==================>...........] - ETA: 4s - loss: 33.6864 - reconstruction_loss: 33.6645 - kl_loss: 3.2279e-05


328/493 [==================>...........] - ETA: 4s - loss: 33.6863 - reconstruction_loss: 33.6680 - kl_loss: 3.2220e-05


330/493 [===================>..........] - ETA: 4s - loss: 33.6862 - reconstruction_loss: 33.6675 - kl_loss: 3.2166e-05


332/493 [===================>..........] - ETA: 4s - loss: 33.6861 - reconstruction_loss: 33.6682 - kl_loss: 3.2116e-05


334/493 [===================>..........] - ETA: 4s - loss: 33.6860 - reconstruction_loss: 33.6679 - kl_loss: 3.2075e-05


336/493 [===================>..........] - ETA: 4s - loss: 33.6859 - reconstruction_loss: 33.6642 - kl_loss: 3.2034e-05


338/493 [===================>..........] - ETA: 4s - loss: 33.6857 - reconstruction_loss: 33.6643 - kl_loss: 3.1996e-05


340/493 [===================>..........] - ETA: 4s - loss: 33.6856 - reconstruction_loss: 33.6620 - kl_loss: 3.1970e-05


342/493 [===================>..........] - ETA: 3s - loss: 33.6855 - reconstruction_loss: 33.6630 - kl_loss: 3.1953e-05


345/493 [===================>..........] - ETA: 3s - loss: 33.6853 - reconstruction_loss: 33.6635 - kl_loss: 3.1947e-05


348/493 [====================>.........] - ETA: 3s - loss: 33.6851 - reconstruction_loss: 33.6588 - kl_loss: 3.1951e-05


351/493 [====================>.........] - ETA: 3s - loss: 33.6848 - reconstruction_loss: 33.6605 - kl_loss: 3.1960e-05


354/493 [====================>.........] - ETA: 3s - loss: 33.6846 - reconstruction_loss: 33.6622 - kl_loss: 3.1965e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.6845 - reconstruction_loss: 33.6633 - kl_loss: 3.1964e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.6844 - reconstruction_loss: 33.6607 - kl_loss: 3.1966e-05


360/493 [====================>.........] - ETA: 3s - loss: 33.6842 - reconstruction_loss: 33.6578 - kl_loss: 3.1968e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.6841 - reconstruction_loss: 33.6559 - kl_loss: 3.1963e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.6839 - reconstruction_loss: 33.6578 - kl_loss: 3.1945e-05


366/493 [=====================>........] - ETA: 3s - loss: 33.6838 - reconstruction_loss: 33.6565 - kl_loss: 3.1913e-05


368/493 [=====================>........] - ETA: 3s - loss: 33.6836 - reconstruction_loss: 33.6553 - kl_loss: 3.1876e-05


370/493 [=====================>........] - ETA: 3s - loss: 33.6835 - reconstruction_loss: 33.6577 - kl_loss: 3.1838e-05


372/493 [=====================>........] - ETA: 3s - loss: 33.6834 - reconstruction_loss: 33.6602 - kl_loss: 3.1805e-05


375/493 [=====================>........] - ETA: 3s - loss: 33.6832 - reconstruction_loss: 33.6591 - kl_loss: 3.1762e-05


378/493 [======================>.......] - ETA: 3s - loss: 33.6830 - reconstruction_loss: 33.6639 - kl_loss: 3.1726e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.6828 - reconstruction_loss: 33.6617 - kl_loss: 3.1716e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.6827 - reconstruction_loss: 33.6633 - kl_loss: 3.1747e-05


387/493 [======================>.......] - ETA: 2s - loss: 33.6825 - reconstruction_loss: 33.6609 - kl_loss: 3.1809e-05


390/493 [======================>.......] - ETA: 2s - loss: 33.6823 - reconstruction_loss: 33.6570 - kl_loss: 3.1878e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6822 - reconstruction_loss: 33.6539 - kl_loss: 3.1919e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6820 - reconstruction_loss: 33.6543 - kl_loss: 3.1958e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.6818 - reconstruction_loss: 33.6564 - kl_loss: 3.2001e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.6817 - reconstruction_loss: 33.6626 - kl_loss: 3.2011e-05


402/493 [=======================>......] - ETA: 2s - loss: 33.6816 - reconstruction_loss: 33.6607 - kl_loss: 3.2009e-05


404/493 [=======================>......] - ETA: 2s - loss: 33.6815 - reconstruction_loss: 33.6592 - kl_loss: 3.1991e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6814 - reconstruction_loss: 33.6608 - kl_loss: 3.1960e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6813 - reconstruction_loss: 33.6616 - kl_loss: 3.1919e-05


410/493 [=======================>......] - ETA: 2s - loss: 33.6812 - reconstruction_loss: 33.6650 - kl_loss: 3.1868e-05


412/493 [========================>.....] - ETA: 2s - loss: 33.6811 - reconstruction_loss: 33.6621 - kl_loss: 3.1808e-05


414/493 [========================>.....] - ETA: 2s - loss: 33.6810 - reconstruction_loss: 33.6633 - kl_loss: 3.1751e-05


416/493 [========================>.....] - ETA: 2s - loss: 33.6809 - reconstruction_loss: 33.6622 - kl_loss: 3.1702e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.6808 - reconstruction_loss: 33.6625 - kl_loss: 3.1669e-05


420/493 [========================>.....] - ETA: 1s - loss: 33.6807 - reconstruction_loss: 33.6598 - kl_loss: 3.1651e-05


422/493 [========================>.....] - ETA: 1s - loss: 33.6806 - reconstruction_loss: 33.6566 - kl_loss: 3.1647e-05


425/493 [========================>.....] - ETA: 1s - loss: 33.6805 - reconstruction_loss: 33.6574 - kl_loss: 3.1663e-05


427/493 [========================>.....] - ETA: 1s - loss: 33.6804 - reconstruction_loss: 33.6569 - kl_loss: 3.1687e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6802 - reconstruction_loss: 33.6553 - kl_loss: 3.1735e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6801 - reconstruction_loss: 33.6573 - kl_loss: 3.1805e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6800 - reconstruction_loss: 33.6558 - kl_loss: 3.1888e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6799 - reconstruction_loss: 33.6547 - kl_loss: 3.1980e-05


437/493 [=========================>....] - ETA: 1s - loss: 33.6798 - reconstruction_loss: 33.6530 - kl_loss: 3.2074e-05


439/493 [=========================>....] - ETA: 1s - loss: 33.6797 - reconstruction_loss: 33.6530 - kl_loss: 3.2163e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6795 - reconstruction_loss: 33.6507 - kl_loss: 3.2241e-05


443/493 [=========================>....] - ETA: 1s - loss: 33.6794 - reconstruction_loss: 33.6494 - kl_loss: 3.2310e-05


445/493 [==========================>...] - ETA: 1s - loss: 33.6793 - reconstruction_loss: 33.6480 - kl_loss: 3.2366e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6791 - reconstruction_loss: 33.6474 - kl_loss: 3.2411e-05


449/493 [==========================>...] - ETA: 1s - loss: 33.6790 - reconstruction_loss: 33.6503 - kl_loss: 3.2441e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.6789 - reconstruction_loss: 33.6488 - kl_loss: 3.2459e-05


453/493 [==========================>...] - ETA: 1s - loss: 33.6787 - reconstruction_loss: 33.6486 - kl_loss: 3.2469e-05


455/493 [==========================>...] - ETA: 1s - loss: 33.6786 - reconstruction_loss: 33.6488 - kl_loss: 3.2471e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6785 - reconstruction_loss: 33.6461 - kl_loss: 3.2470e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.6784 - reconstruction_loss: 33.6438 - kl_loss: 3.2470e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.6783 - reconstruction_loss: 33.6457 - kl_loss: 3.2476e-05


461/493 [===========================>..] - ETA: 0s - loss: 33.6782 - reconstruction_loss: 33.6481 - kl_loss: 3.2483e-05


463/493 [===========================>..] - ETA: 0s - loss: 33.6780 - reconstruction_loss: 33.6475 - kl_loss: 3.2489e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6779 - reconstruction_loss: 33.6472 - kl_loss: 3.2493e-05


467/493 [===========================>..] - ETA: 0s - loss: 33.6778 - reconstruction_loss: 33.6476 - kl_loss: 3.2492e-05


469/493 [===========================>..] - ETA: 0s - loss: 33.6776 - reconstruction_loss: 33.6457 - kl_loss: 3.2484e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6775 - reconstruction_loss: 33.6463 - kl_loss: 3.2471e-05


473/493 [===========================>..] - ETA: 0s - loss: 33.6774 - reconstruction_loss: 33.6479 - kl_loss: 3.2455e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6772 - reconstruction_loss: 33.6471 - kl_loss: 3.2431e-05


478/493 [============================>.] - ETA: 0s - loss: 33.6771 - reconstruction_loss: 33.6472 - kl_loss: 3.2422e-05


480/493 [============================>.] - ETA: 0s - loss: 33.6769 - reconstruction_loss: 33.6440 - kl_loss: 3.2415e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6768 - reconstruction_loss: 33.6435 - kl_loss: 3.2404e-05


485/493 [============================>.] - ETA: 0s - loss: 33.6766 - reconstruction_loss: 33.6397 - kl_loss: 3.2378e-05


487/493 [============================>.] - ETA: 0s - loss: 33.6764 - reconstruction_loss: 33.6437 - kl_loss: 3.2357e-05


489/493 [============================>.] - ETA: 0s - loss: 33.6763 - reconstruction_loss: 33.6427 - kl_loss: 3.2336e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6761 - reconstruction_loss: 33.6384 - kl_loss: 3.2311e-05


493/493 [==============================] - 13s 27ms/step - loss: 33.6757 - reconstruction_loss: 33.5836 - kl_loss: 3.2303e-05

Epoch 14/30

  1/493 [..............................] - ETA: 11s - loss: 34.3171 - reconstruction_loss: 34.3170 - kl_loss: 2.8580e-05


  4/493 [..............................] - ETA: 11s - loss: 33.5613 - reconstruction_loss: 33.1656 - kl_loss: 2.7977e-05


  7/493 [..............................] - ETA: 11s - loss: 33.4035 - reconstruction_loss: 33.2376 - kl_loss: 2.8849e-05


  9/493 [..............................] - ETA: 11s - loss: 33.3435 - reconstruction_loss: 33.1432 - kl_loss: 2.9203e-05


 12/493 [..............................] - ETA: 11s - loss: 33.3213 - reconstruction_loss: 33.2998 - kl_loss: 2.9027e-05


 15/493 [..............................] - ETA: 11s - loss: 33.3452 - reconstruction_loss: 33.5001 - kl_loss: 2.8298e-05


 18/493 [>.............................] - ETA: 11s - loss: 33.3676 - reconstruction_loss: 33.4942 - kl_loss: 2.7726e-05


 20/493 [>.............................] - ETA: 11s - loss: 33.3853 - reconstruction_loss: 33.5539 - kl_loss: 2.7540e-05


 23/493 [>.............................] - ETA: 11s - loss: 33.4157 - reconstruction_loss: 33.6632 - kl_loss: 2.7387e-05


 25/493 [>.............................] - ETA: 11s - loss: 33.4353 - reconstruction_loss: 33.6503 - kl_loss: 2.7454e-05


 28/493 [>.............................] - ETA: 11s - loss: 33.4607 - reconstruction_loss: 33.6882 - kl_loss: 2.7807e-05


 31/493 [>.............................] - ETA: 11s - loss: 33.4811 - reconstruction_loss: 33.6623 - kl_loss: 2.8499e-05


 34/493 [=>............................] - ETA: 11s - loss: 33.4983 - reconstruction_loss: 33.6745 - kl_loss: 2.9266e-05


 37/493 [=>............................] - ETA: 11s - loss: 33.5123 - reconstruction_loss: 33.6522 - kl_loss: 3.0042e-05


 40/493 [=>............................] - ETA: 10s - loss: 33.5247 - reconstruction_loss: 33.6734 - kl_loss: 3.0588e-05


 42/493 [=>............................] - ETA: 10s - loss: 33.5322 - reconstruction_loss: 33.6816 - kl_loss: 3.0757e-05


 45/493 [=>............................] - ETA: 10s - loss: 33.5429 - reconstruction_loss: 33.6992 - kl_loss: 3.0639e-05


 47/493 [=>............................] - ETA: 10s - loss: 33.5493 - reconstruction_loss: 33.6855 - kl_loss: 3.0364e-05


 50/493 [==>...........................] - ETA: 10s - loss: 33.5573 - reconstruction_loss: 33.6858 - kl_loss: 2.9804e-05


 53/493 [==>...........................] - ETA: 10s - loss: 33.5644 - reconstruction_loss: 33.6532 - kl_loss: 2.9188e-05


 56/493 [==>...........................] - ETA: 10s - loss: 33.5685 - reconstruction_loss: 33.6414 - kl_loss: 2.8567e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.5731 - reconstruction_loss: 33.6586 - kl_loss: 2.7991e-05


 61/493 [==>...........................] - ETA: 10s - loss: 33.5756 - reconstruction_loss: 33.6542 - kl_loss: 2.7624e-05


 63/493 [==>...........................] - ETA: 10s - loss: 33.5788 - reconstruction_loss: 33.6901 - kl_loss: 2.7256e-05


 66/493 [===>..........................] - ETA: 10s - loss: 33.5829 - reconstruction_loss: 33.6648 - kl_loss: 2.6701e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.5847 - reconstruction_loss: 33.6346 - kl_loss: 2.6324e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.5865 - reconstruction_loss: 33.6241 - kl_loss: 2.5792e-05


 74/493 [===>..........................] - ETA: 10s - loss: 33.5882 - reconstruction_loss: 33.6374 - kl_loss: 2.5311e-05


 77/493 [===>..........................] - ETA: 10s - loss: 33.5906 - reconstruction_loss: 33.6536 - kl_loss: 2.4931e-05


 80/493 [===>..........................] - ETA: 10s - loss: 33.5927 - reconstruction_loss: 33.6424 - kl_loss: 2.4604e-05


 83/493 [====>.........................] - ETA: 10s - loss: 33.5947 - reconstruction_loss: 33.6475 - kl_loss: 2.4278e-05


 86/493 [====>.........................] - ETA: 9s - loss: 33.5967 - reconstruction_loss: 33.6427 - kl_loss: 2.3987e-05 


 89/493 [====>.........................] - ETA: 9s - loss: 33.5980 - reconstruction_loss: 33.6357 - kl_loss: 2.3783e-05


 92/493 [====>.........................] - ETA: 9s - loss: 33.5991 - reconstruction_loss: 33.6325 - kl_loss: 2.3656e-05


 94/493 [====>.........................] - ETA: 9s - loss: 33.5994 - reconstruction_loss: 33.6104 - kl_loss: 2.3593e-05


 96/493 [====>.........................] - ETA: 9s - loss: 33.5997 - reconstruction_loss: 33.6157 - kl_loss: 2.3517e-05


 99/493 [=====>........................] - ETA: 9s - loss: 33.5999 - reconstruction_loss: 33.6094 - kl_loss: 2.3359e-05


101/493 [=====>........................] - ETA: 9s - loss: 33.5999 - reconstruction_loss: 33.5940 - kl_loss: 2.3229e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.5998 - reconstruction_loss: 33.5876 - kl_loss: 2.3104e-05


105/493 [=====>........................] - ETA: 9s - loss: 33.5997 - reconstruction_loss: 33.5965 - kl_loss: 2.2974e-05


108/493 [=====>........................] - ETA: 9s - loss: 33.5998 - reconstruction_loss: 33.6008 - kl_loss: 2.2762e-05


111/493 [=====>........................] - ETA: 9s - loss: 33.6000 - reconstruction_loss: 33.6097 - kl_loss: 2.2554e-05


114/493 [=====>........................] - ETA: 9s - loss: 33.6001 - reconstruction_loss: 33.6084 - kl_loss: 2.2379e-05


116/493 [======>.......................] - ETA: 9s - loss: 33.6002 - reconstruction_loss: 33.5998 - kl_loss: 2.2292e-05


119/493 [======>.......................] - ETA: 9s - loss: 33.6005 - reconstruction_loss: 33.6157 - kl_loss: 2.2192e-05


122/493 [======>.......................] - ETA: 9s - loss: 33.6008 - reconstruction_loss: 33.6140 - kl_loss: 2.2129e-05


125/493 [======>.......................] - ETA: 9s - loss: 33.6012 - reconstruction_loss: 33.6129 - kl_loss: 2.2133e-05


127/493 [======>.......................] - ETA: 9s - loss: 33.6014 - reconstruction_loss: 33.6147 - kl_loss: 2.2177e-05


130/493 [======>.......................] - ETA: 9s - loss: 33.6015 - reconstruction_loss: 33.6066 - kl_loss: 2.2342e-05


133/493 [=======>......................] - ETA: 8s - loss: 33.6017 - reconstruction_loss: 33.6118 - kl_loss: 2.2685e-05


136/493 [=======>......................] - ETA: 8s - loss: 33.6019 - reconstruction_loss: 33.6107 - kl_loss: 2.3176e-05


139/493 [=======>......................] - ETA: 8s - loss: 33.6020 - reconstruction_loss: 33.6085 - kl_loss: 2.3797e-05


142/493 [=======>......................] - ETA: 8s - loss: 33.6021 - reconstruction_loss: 33.6058 - kl_loss: 2.4534e-05


145/493 [=======>......................] - ETA: 8s - loss: 33.6022 - reconstruction_loss: 33.6091 - kl_loss: 2.5329e-05


148/493 [========>.....................] - ETA: 8s - loss: 33.6022 - reconstruction_loss: 33.6029 - kl_loss: 2.6099e-05


151/493 [========>.....................] - ETA: 8s - loss: 33.6022 - reconstruction_loss: 33.5961 - kl_loss: 2.6764e-05


154/493 [========>.....................] - ETA: 8s - loss: 33.6020 - reconstruction_loss: 33.5961 - kl_loss: 2.7331e-05


157/493 [========>.....................] - ETA: 8s - loss: 33.6020 - reconstruction_loss: 33.6009 - kl_loss: 2.7783e-05


160/493 [========>.....................] - ETA: 8s - loss: 33.6019 - reconstruction_loss: 33.5996 - kl_loss: 2.8152e-05


163/493 [========>.....................] - ETA: 8s - loss: 33.6017 - reconstruction_loss: 33.5867 - kl_loss: 2.8431e-05


166/493 [=========>....................] - ETA: 8s - loss: 33.6015 - reconstruction_loss: 33.5923 - kl_loss: 2.8601e-05


168/493 [=========>....................] - ETA: 8s - loss: 33.6014 - reconstruction_loss: 33.5984 - kl_loss: 2.8702e-05


170/493 [=========>....................] - ETA: 8s - loss: 33.6014 - reconstruction_loss: 33.5965 - kl_loss: 2.8788e-05


172/493 [=========>....................] - ETA: 7s - loss: 33.6012 - reconstruction_loss: 33.5885 - kl_loss: 2.8841e-05


175/493 [=========>....................] - ETA: 7s - loss: 33.6010 - reconstruction_loss: 33.5872 - kl_loss: 2.8857e-05


178/493 [=========>....................] - ETA: 7s - loss: 33.6009 - reconstruction_loss: 33.5890 - kl_loss: 2.8847e-05


180/493 [=========>....................] - ETA: 7s - loss: 33.6007 - reconstruction_loss: 33.5913 - kl_loss: 2.8838e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.6006 - reconstruction_loss: 33.5877 - kl_loss: 2.8834e-05


184/493 [==========>...................] - ETA: 7s - loss: 33.6004 - reconstruction_loss: 33.5868 - kl_loss: 2.8830e-05


186/493 [==========>...................] - ETA: 7s - loss: 33.6003 - reconstruction_loss: 33.5869 - kl_loss: 2.8830e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6002 - reconstruction_loss: 33.5933 - kl_loss: 2.8836e-05


190/493 [==========>...................] - ETA: 7s - loss: 33.6002 - reconstruction_loss: 33.5994 - kl_loss: 2.8845e-05


193/493 [==========>...................] - ETA: 7s - loss: 33.6002 - reconstruction_loss: 33.5957 - kl_loss: 2.8853e-05


195/493 [==========>...................] - ETA: 7s - loss: 33.6001 - reconstruction_loss: 33.5977 - kl_loss: 2.8830e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.6001 - reconstruction_loss: 33.6025 - kl_loss: 2.8764e-05


201/493 [===========>..................] - ETA: 7s - loss: 33.6002 - reconstruction_loss: 33.6022 - kl_loss: 2.8704e-05


204/493 [===========>..................] - ETA: 7s - loss: 33.6002 - reconstruction_loss: 33.6006 - kl_loss: 2.8684e-05


207/493 [===========>..................] - ETA: 7s - loss: 33.6003 - reconstruction_loss: 33.6063 - kl_loss: 2.8697e-05


209/493 [===========>..................] - ETA: 7s - loss: 33.6003 - reconstruction_loss: 33.6018 - kl_loss: 2.8715e-05


212/493 [===========>..................] - ETA: 7s - loss: 33.6004 - reconstruction_loss: 33.6136 - kl_loss: 2.8728e-05


214/493 [============>.................] - ETA: 6s - loss: 33.6005 - reconstruction_loss: 33.6047 - kl_loss: 2.8716e-05


216/493 [============>.................] - ETA: 6s - loss: 33.6005 - reconstruction_loss: 33.6050 - kl_loss: 2.8688e-05


218/493 [============>.................] - ETA: 6s - loss: 33.6006 - reconstruction_loss: 33.6059 - kl_loss: 2.8646e-05


220/493 [============>.................] - ETA: 6s - loss: 33.6006 - reconstruction_loss: 33.6020 - kl_loss: 2.8596e-05


222/493 [============>.................] - ETA: 6s - loss: 33.6006 - reconstruction_loss: 33.5994 - kl_loss: 2.8542e-05


224/493 [============>.................] - ETA: 6s - loss: 33.6006 - reconstruction_loss: 33.6007 - kl_loss: 2.8496e-05


227/493 [============>.................] - ETA: 6s - loss: 33.6006 - reconstruction_loss: 33.5971 - kl_loss: 2.8447e-05


230/493 [============>.................] - ETA: 6s - loss: 33.6006 - reconstruction_loss: 33.5987 - kl_loss: 2.8423e-05


233/493 [=============>................] - ETA: 6s - loss: 33.6004 - reconstruction_loss: 33.5878 - kl_loss: 2.8406e-05


236/493 [=============>................] - ETA: 6s - loss: 33.6003 - reconstruction_loss: 33.5925 - kl_loss: 2.8354e-05


239/493 [=============>................] - ETA: 6s - loss: 33.6002 - reconstruction_loss: 33.5913 - kl_loss: 2.8295e-05


240/493 [=============>................] - ETA: 6s - loss: 33.6002 - reconstruction_loss: 33.5931 - kl_loss: 2.8278e-05


242/493 [=============>................] - ETA: 6s - loss: 33.6002 - reconstruction_loss: 33.5982 - kl_loss: 2.8242e-05


244/493 [=============>................] - ETA: 6s - loss: 33.6002 - reconstruction_loss: 33.5981 - kl_loss: 2.8208e-05


246/493 [=============>................] - ETA: 6s - loss: 33.6002 - reconstruction_loss: 33.6035 - kl_loss: 2.8174e-05


248/493 [==============>...............] - ETA: 6s - loss: 33.6002 - reconstruction_loss: 33.5989 - kl_loss: 2.8145e-05


250/493 [==============>...............] - ETA: 6s - loss: 33.6002 - reconstruction_loss: 33.6025 - kl_loss: 2.8115e-05


252/493 [==============>...............] - ETA: 6s - loss: 33.6002 - reconstruction_loss: 33.6011 - kl_loss: 2.8091e-05


254/493 [==============>...............] - ETA: 6s - loss: 33.6002 - reconstruction_loss: 33.5983 - kl_loss: 2.8068e-05


257/493 [==============>...............] - ETA: 6s - loss: 33.6002 - reconstruction_loss: 33.5973 - kl_loss: 2.8025e-05


260/493 [==============>...............] - ETA: 5s - loss: 33.6002 - reconstruction_loss: 33.6008 - kl_loss: 2.7979e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.6002 - reconstruction_loss: 33.6058 - kl_loss: 2.7941e-05


266/493 [===============>..............] - ETA: 5s - loss: 33.6003 - reconstruction_loss: 33.6085 - kl_loss: 2.7911e-05


269/493 [===============>..............] - ETA: 5s - loss: 33.6003 - reconstruction_loss: 33.6084 - kl_loss: 2.7885e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.6004 - reconstruction_loss: 33.6092 - kl_loss: 2.7860e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.6005 - reconstruction_loss: 33.6154 - kl_loss: 2.7831e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.6007 - reconstruction_loss: 33.6137 - kl_loss: 2.7778e-05


279/493 [===============>..............] - ETA: 5s - loss: 33.6007 - reconstruction_loss: 33.6056 - kl_loss: 2.7721e-05


282/493 [================>.............] - ETA: 5s - loss: 33.6008 - reconstruction_loss: 33.6033 - kl_loss: 2.7685e-05


284/493 [================>.............] - ETA: 5s - loss: 33.6009 - reconstruction_loss: 33.6088 - kl_loss: 2.7677e-05


286/493 [================>.............] - ETA: 5s - loss: 33.6009 - reconstruction_loss: 33.6061 - kl_loss: 2.7671e-05


288/493 [================>.............] - ETA: 5s - loss: 33.6010 - reconstruction_loss: 33.6106 - kl_loss: 2.7677e-05


291/493 [================>.............] - ETA: 5s - loss: 33.6011 - reconstruction_loss: 33.6085 - kl_loss: 2.7714e-05


293/493 [================>.............] - ETA: 5s - loss: 33.6011 - reconstruction_loss: 33.6131 - kl_loss: 2.7751e-05


296/493 [=================>............] - ETA: 5s - loss: 33.6013 - reconstruction_loss: 33.6158 - kl_loss: 2.7817e-05


299/493 [=================>............] - ETA: 4s - loss: 33.6015 - reconstruction_loss: 33.6232 - kl_loss: 2.7888e-05


302/493 [=================>............] - ETA: 4s - loss: 33.6017 - reconstruction_loss: 33.6181 - kl_loss: 2.7949e-05


305/493 [=================>............] - ETA: 4s - loss: 33.6018 - reconstruction_loss: 33.6125 - kl_loss: 2.7982e-05


308/493 [=================>............] - ETA: 4s - loss: 33.6020 - reconstruction_loss: 33.6174 - kl_loss: 2.8007e-05


309/493 [=================>............] - ETA: 4s - loss: 33.6020 - reconstruction_loss: 33.6196 - kl_loss: 2.8018e-05


310/493 [=================>............] - ETA: 4s - loss: 33.6021 - reconstruction_loss: 33.6201 - kl_loss: 2.8028e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6021 - reconstruction_loss: 33.6198 - kl_loss: 2.8037e-05


312/493 [=================>............] - ETA: 4s - loss: 33.6022 - reconstruction_loss: 33.6171 - kl_loss: 2.8045e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.6023 - reconstruction_loss: 33.6191 - kl_loss: 2.8058e-05


316/493 [==================>...........] - ETA: 4s - loss: 33.6024 - reconstruction_loss: 33.6190 - kl_loss: 2.8061e-05


318/493 [==================>...........] - ETA: 4s - loss: 33.6025 - reconstruction_loss: 33.6177 - kl_loss: 2.8049e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.6026 - reconstruction_loss: 33.6172 - kl_loss: 2.8024e-05


322/493 [==================>...........] - ETA: 4s - loss: 33.6027 - reconstruction_loss: 33.6167 - kl_loss: 2.7991e-05


324/493 [==================>...........] - ETA: 4s - loss: 33.6028 - reconstruction_loss: 33.6180 - kl_loss: 2.7953e-05


326/493 [==================>...........] - ETA: 4s - loss: 33.6029 - reconstruction_loss: 33.6170 - kl_loss: 2.7920e-05


329/493 [===================>..........] - ETA: 4s - loss: 33.6030 - reconstruction_loss: 33.6158 - kl_loss: 2.7882e-05


331/493 [===================>..........] - ETA: 4s - loss: 33.6031 - reconstruction_loss: 33.6150 - kl_loss: 2.7858e-05


333/493 [===================>..........] - ETA: 4s - loss: 33.6031 - reconstruction_loss: 33.6115 - kl_loss: 2.7832e-05


336/493 [===================>..........] - ETA: 4s - loss: 33.6032 - reconstruction_loss: 33.6080 - kl_loss: 2.7801e-05


338/493 [===================>..........] - ETA: 4s - loss: 33.6032 - reconstruction_loss: 33.6109 - kl_loss: 2.7796e-05


340/493 [===================>..........] - ETA: 4s - loss: 33.6033 - reconstruction_loss: 33.6089 - kl_loss: 2.7799e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.6033 - reconstruction_loss: 33.6074 - kl_loss: 2.7806e-05


345/493 [===================>..........] - ETA: 3s - loss: 33.6033 - reconstruction_loss: 33.6087 - kl_loss: 2.7810e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.6034 - reconstruction_loss: 33.6080 - kl_loss: 2.7813e-05


350/493 [====================>.........] - ETA: 3s - loss: 33.6034 - reconstruction_loss: 33.6098 - kl_loss: 2.7824e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6035 - reconstruction_loss: 33.6158 - kl_loss: 2.7848e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6036 - reconstruction_loss: 33.6167 - kl_loss: 2.7876e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.6037 - reconstruction_loss: 33.6188 - kl_loss: 2.7923e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.6038 - reconstruction_loss: 33.6187 - kl_loss: 2.7964e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.6040 - reconstruction_loss: 33.6191 - kl_loss: 2.7988e-05


366/493 [=====================>........] - ETA: 3s - loss: 33.6041 - reconstruction_loss: 33.6186 - kl_loss: 2.7989e-05


369/493 [=====================>........] - ETA: 3s - loss: 33.6042 - reconstruction_loss: 33.6189 - kl_loss: 2.8002e-05


372/493 [=====================>........] - ETA: 3s - loss: 33.6043 - reconstruction_loss: 33.6226 - kl_loss: 2.8103e-05


374/493 [=====================>........] - ETA: 3s - loss: 33.6044 - reconstruction_loss: 33.6251 - kl_loss: 2.8239e-05


376/493 [=====================>........] - ETA: 3s - loss: 33.6046 - reconstruction_loss: 33.6264 - kl_loss: 2.8420e-05


378/493 [======================>.......] - ETA: 3s - loss: 33.6047 - reconstruction_loss: 33.6266 - kl_loss: 2.8634e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.6048 - reconstruction_loss: 33.6247 - kl_loss: 2.8979e-05


383/493 [======================>.......] - ETA: 2s - loss: 33.6050 - reconstruction_loss: 33.6276 - kl_loss: 2.9229e-05


385/493 [======================>.......] - ETA: 2s - loss: 33.6051 - reconstruction_loss: 33.6273 - kl_loss: 2.9502e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6053 - reconstruction_loss: 33.6302 - kl_loss: 2.9935e-05


391/493 [======================>.......] - ETA: 2s - loss: 33.6055 - reconstruction_loss: 33.6339 - kl_loss: 3.0347e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6057 - reconstruction_loss: 33.6316 - kl_loss: 3.0687e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.6059 - reconstruction_loss: 33.6312 - kl_loss: 3.0937e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.6061 - reconstruction_loss: 33.6329 - kl_loss: 3.1116e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.6063 - reconstruction_loss: 33.6322 - kl_loss: 3.1260e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6065 - reconstruction_loss: 33.6314 - kl_loss: 3.1398e-05


409/493 [=======================>......] - ETA: 2s - loss: 33.6066 - reconstruction_loss: 33.6293 - kl_loss: 3.1560e-05


412/493 [========================>.....] - ETA: 2s - loss: 33.6068 - reconstruction_loss: 33.6329 - kl_loss: 3.1725e-05


415/493 [========================>.....] - ETA: 2s - loss: 33.6070 - reconstruction_loss: 33.6368 - kl_loss: 3.1848e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.6072 - reconstruction_loss: 33.6356 - kl_loss: 3.1933e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6074 - reconstruction_loss: 33.6366 - kl_loss: 3.2006e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6076 - reconstruction_loss: 33.6326 - kl_loss: 3.2058e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.6078 - reconstruction_loss: 33.6388 - kl_loss: 3.2158e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6080 - reconstruction_loss: 33.6412 - kl_loss: 3.2279e-05


432/493 [=========================>....] - ETA: 1s - loss: 33.6082 - reconstruction_loss: 33.6391 - kl_loss: 3.2397e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6084 - reconstruction_loss: 33.6409 - kl_loss: 3.2466e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6087 - reconstruction_loss: 33.6434 - kl_loss: 3.2489e-05


440/493 [=========================>....] - ETA: 1s - loss: 33.6088 - reconstruction_loss: 33.6405 - kl_loss: 3.2497e-05


442/493 [=========================>....] - ETA: 1s - loss: 33.6090 - reconstruction_loss: 33.6378 - kl_loss: 3.2499e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.6091 - reconstruction_loss: 33.6374 - kl_loss: 3.2498e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6093 - reconstruction_loss: 33.6390 - kl_loss: 3.2491e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6095 - reconstruction_loss: 33.6395 - kl_loss: 3.2471e-05


453/493 [==========================>...] - ETA: 1s - loss: 33.6097 - reconstruction_loss: 33.6404 - kl_loss: 3.2443e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6099 - reconstruction_loss: 33.6394 - kl_loss: 3.2415e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.6101 - reconstruction_loss: 33.6374 - kl_loss: 3.2390e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6102 - reconstruction_loss: 33.6305 - kl_loss: 3.2384e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6104 - reconstruction_loss: 33.6373 - kl_loss: 3.2403e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6105 - reconstruction_loss: 33.6385 - kl_loss: 3.2414e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6107 - reconstruction_loss: 33.6350 - kl_loss: 3.2417e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6108 - reconstruction_loss: 33.6333 - kl_loss: 3.2432e-05


477/493 [============================>.] - ETA: 0s - loss: 33.6110 - reconstruction_loss: 33.6310 - kl_loss: 3.2462e-05


480/493 [============================>.] - ETA: 0s - loss: 33.6111 - reconstruction_loss: 33.6349 - kl_loss: 3.2478e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6112 - reconstruction_loss: 33.6324 - kl_loss: 3.2463e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6113 - reconstruction_loss: 33.6314 - kl_loss: 3.2444e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6114 - reconstruction_loss: 33.6329 - kl_loss: 3.2422e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6115 - reconstruction_loss: 33.6329 - kl_loss: 3.2397e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6116 - reconstruction_loss: 33.6357 - kl_loss: 3.2371e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6117 - reconstruction_loss: 33.6386 - kl_loss: 3.2351e-05


493/493 [==============================] - 13s 26ms/step - loss: 33.6116 - reconstruction_loss: 33.5833 - kl_loss: 3.2345e-05

Epoch 15/30

  1/493 [..............................] - ETA: 11s - loss: 34.1421 - reconstruction_loss: 34.1421 - kl_loss: 3.0279e-05


  4/493 [..............................] - ETA: 12s - loss: 34.0853 - reconstruction_loss: 33.9139 - kl_loss: 3.2559e-05


  6/493 [..............................] - ETA: 12s - loss: 33.9319 - reconstruction_loss: 33.5844 - kl_loss: 3.3612e-05


  9/493 [..............................] - ETA: 11s - loss: 33.8578 - reconstruction_loss: 33.7625 - kl_loss: 3.4150e-05


 11/493 [..............................] - ETA: 11s - loss: 33.8473 - reconstruction_loss: 33.8090 - kl_loss: 3.4357e-05


 14/493 [..............................] - ETA: 11s - loss: 33.8424 - reconstruction_loss: 33.7818 - kl_loss: 3.4605e-05


 17/493 [>.............................] - ETA: 11s - loss: 33.8382 - reconstruction_loss: 33.8307 - kl_loss: 3.4688e-05


 20/493 [>.............................] - ETA: 11s - loss: 33.8400 - reconstruction_loss: 33.8480 - kl_loss: 3.4831e-05


 23/493 [>.............................] - ETA: 11s - loss: 33.8334 - reconstruction_loss: 33.7342 - kl_loss: 3.5283e-05


 25/493 [>.............................] - ETA: 11s - loss: 33.8266 - reconstruction_loss: 33.7855 - kl_loss: 3.5791e-05


 27/493 [>.............................] - ETA: 11s - loss: 33.8266 - reconstruction_loss: 33.8372 - kl_loss: 3.6341e-05


 30/493 [>.............................] - ETA: 11s - loss: 33.8277 - reconstruction_loss: 33.8203 - kl_loss: 3.6739e-05


 33/493 [=>............................] - ETA: 11s - loss: 33.8257 - reconstruction_loss: 33.8181 - kl_loss: 3.6583e-05


 36/493 [=>............................] - ETA: 11s - loss: 33.8221 - reconstruction_loss: 33.7759 - kl_loss: 3.5939e-05


 39/493 [=>............................] - ETA: 11s - loss: 33.8143 - reconstruction_loss: 33.6916 - kl_loss: 3.5014e-05


 42/493 [=>............................] - ETA: 10s - loss: 33.8067 - reconstruction_loss: 33.7117 - kl_loss: 3.4202e-05


 45/493 [=>............................] - ETA: 10s - loss: 33.8014 - reconstruction_loss: 33.7355 - kl_loss: 3.3582e-05


 48/493 [=>............................] - ETA: 10s - loss: 33.7964 - reconstruction_loss: 33.7245 - kl_loss: 3.3208e-05


 51/493 [==>...........................] - ETA: 10s - loss: 33.7918 - reconstruction_loss: 33.7179 - kl_loss: 3.2979e-05


 54/493 [==>...........................] - ETA: 10s - loss: 33.7874 - reconstruction_loss: 33.7199 - kl_loss: 3.2810e-05


 57/493 [==>...........................] - ETA: 10s - loss: 33.7829 - reconstruction_loss: 33.6988 - kl_loss: 3.2556e-05


 60/493 [==>...........................] - ETA: 10s - loss: 33.7773 - reconstruction_loss: 33.6647 - kl_loss: 3.2197e-05


 63/493 [==>...........................] - ETA: 10s - loss: 33.7719 - reconstruction_loss: 33.6665 - kl_loss: 3.1710e-05


 66/493 [===>..........................] - ETA: 10s - loss: 33.7671 - reconstruction_loss: 33.6552 - kl_loss: 3.1180e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.7644 - reconstruction_loss: 33.6788 - kl_loss: 3.0851e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.7601 - reconstruction_loss: 33.6668 - kl_loss: 3.0415e-05


 74/493 [===>..........................] - ETA: 10s - loss: 33.7566 - reconstruction_loss: 33.6744 - kl_loss: 3.0087e-05


 77/493 [===>..........................] - ETA: 10s - loss: 33.7529 - reconstruction_loss: 33.6530 - kl_loss: 2.9841e-05


 80/493 [===>..........................] - ETA: 9s - loss: 33.7489 - reconstruction_loss: 33.6339 - kl_loss: 2.9618e-05 


 83/493 [====>.........................] - ETA: 9s - loss: 33.7448 - reconstruction_loss: 33.6259 - kl_loss: 2.9488e-05


 86/493 [====>.........................] - ETA: 9s - loss: 33.7404 - reconstruction_loss: 33.6132 - kl_loss: 2.9445e-05


 89/493 [====>.........................] - ETA: 9s - loss: 33.7358 - reconstruction_loss: 33.5964 - kl_loss: 2.9473e-05


 92/493 [====>.........................] - ETA: 9s - loss: 33.7314 - reconstruction_loss: 33.6031 - kl_loss: 2.9491e-05


 94/493 [====>.........................] - ETA: 9s - loss: 33.7288 - reconstruction_loss: 33.6078 - kl_loss: 2.9469e-05


 96/493 [====>.........................] - ETA: 9s - loss: 33.7261 - reconstruction_loss: 33.5968 - kl_loss: 2.9423e-05


 98/493 [====>.........................] - ETA: 9s - loss: 33.7236 - reconstruction_loss: 33.6047 - kl_loss: 2.9344e-05


100/493 [=====>........................] - ETA: 9s - loss: 33.7212 - reconstruction_loss: 33.6037 - kl_loss: 2.9245e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.7178 - reconstruction_loss: 33.6126 - kl_loss: 2.9070e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.7149 - reconstruction_loss: 33.6128 - kl_loss: 2.8923e-05


109/493 [=====>........................] - ETA: 9s - loss: 33.7123 - reconstruction_loss: 33.6223 - kl_loss: 2.8827e-05


111/493 [=====>........................] - ETA: 9s - loss: 33.7108 - reconstruction_loss: 33.6287 - kl_loss: 2.8797e-05


114/493 [=====>........................] - ETA: 9s - loss: 33.7086 - reconstruction_loss: 33.6250 - kl_loss: 2.8805e-05


117/493 [======>.......................] - ETA: 9s - loss: 33.7067 - reconstruction_loss: 33.6304 - kl_loss: 2.8925e-05


120/493 [======>.......................] - ETA: 9s - loss: 33.7046 - reconstruction_loss: 33.6215 - kl_loss: 2.9170e-05


123/493 [======>.......................] - ETA: 8s - loss: 33.7027 - reconstruction_loss: 33.6265 - kl_loss: 2.9541e-05


126/493 [======>.......................] - ETA: 8s - loss: 33.7006 - reconstruction_loss: 33.6126 - kl_loss: 3.0033e-05


129/493 [======>.......................] - ETA: 8s - loss: 33.6983 - reconstruction_loss: 33.5976 - kl_loss: 3.0563e-05


131/493 [======>.......................] - ETA: 8s - loss: 33.6968 - reconstruction_loss: 33.6048 - kl_loss: 3.0873e-05


133/493 [=======>......................] - ETA: 8s - loss: 33.6955 - reconstruction_loss: 33.6060 - kl_loss: 3.1151e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.6942 - reconstruction_loss: 33.6053 - kl_loss: 3.1378e-05


138/493 [=======>......................] - ETA: 8s - loss: 33.6923 - reconstruction_loss: 33.6093 - kl_loss: 3.1581e-05


141/493 [=======>......................] - ETA: 8s - loss: 33.6903 - reconstruction_loss: 33.5985 - kl_loss: 3.1611e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.6885 - reconstruction_loss: 33.6083 - kl_loss: 3.1470e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.6868 - reconstruction_loss: 33.5984 - kl_loss: 3.1330e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.6850 - reconstruction_loss: 33.5976 - kl_loss: 3.1229e-05


153/493 [========>.....................] - ETA: 8s - loss: 33.6834 - reconstruction_loss: 33.6058 - kl_loss: 3.1178e-05


156/493 [========>.....................] - ETA: 8s - loss: 33.6820 - reconstruction_loss: 33.6138 - kl_loss: 3.1234e-05


158/493 [========>.....................] - ETA: 8s - loss: 33.6810 - reconstruction_loss: 33.6056 - kl_loss: 3.1328e-05


161/493 [========>.....................] - ETA: 8s - loss: 33.6797 - reconstruction_loss: 33.6068 - kl_loss: 3.1474e-05


164/493 [========>.....................] - ETA: 8s - loss: 33.6783 - reconstruction_loss: 33.6026 - kl_loss: 3.1547e-05


167/493 [=========>....................] - ETA: 7s - loss: 33.6769 - reconstruction_loss: 33.6015 - kl_loss: 3.1515e-05


169/493 [=========>....................] - ETA: 7s - loss: 33.6760 - reconstruction_loss: 33.6015 - kl_loss: 3.1462e-05


172/493 [=========>....................] - ETA: 7s - loss: 33.6747 - reconstruction_loss: 33.5986 - kl_loss: 3.1365e-05


174/493 [=========>....................] - ETA: 7s - loss: 33.6738 - reconstruction_loss: 33.5996 - kl_loss: 3.1274e-05


177/493 [=========>....................] - ETA: 7s - loss: 33.6725 - reconstruction_loss: 33.5944 - kl_loss: 3.1078e-05


180/493 [=========>....................] - ETA: 7s - loss: 33.6713 - reconstruction_loss: 33.6046 - kl_loss: 3.0846e-05


183/493 [==========>...................] - ETA: 7s - loss: 33.6702 - reconstruction_loss: 33.6055 - kl_loss: 3.0645e-05


186/493 [==========>...................] - ETA: 7s - loss: 33.6691 - reconstruction_loss: 33.6045 - kl_loss: 3.0463e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6684 - reconstruction_loss: 33.6026 - kl_loss: 3.0323e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.6674 - reconstruction_loss: 33.5943 - kl_loss: 3.0060e-05


193/493 [==========>...................] - ETA: 7s - loss: 33.6667 - reconstruction_loss: 33.6047 - kl_loss: 2.9847e-05


195/493 [==========>...................] - ETA: 7s - loss: 33.6660 - reconstruction_loss: 33.6018 - kl_loss: 2.9630e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.6650 - reconstruction_loss: 33.6003 - kl_loss: 2.9328e-05


201/493 [===========>..................] - ETA: 7s - loss: 33.6640 - reconstruction_loss: 33.5998 - kl_loss: 2.9088e-05


203/493 [===========>..................] - ETA: 7s - loss: 33.6634 - reconstruction_loss: 33.5976 - kl_loss: 2.8964e-05


205/493 [===========>..................] - ETA: 7s - loss: 33.6627 - reconstruction_loss: 33.6019 - kl_loss: 2.8872e-05


207/493 [===========>..................] - ETA: 7s - loss: 33.6621 - reconstruction_loss: 33.5997 - kl_loss: 2.8819e-05


210/493 [===========>..................] - ETA: 6s - loss: 33.6612 - reconstruction_loss: 33.5988 - kl_loss: 2.8816e-05


213/493 [===========>..................] - ETA: 6s - loss: 33.6604 - reconstruction_loss: 33.6101 - kl_loss: 2.8915e-05


216/493 [============>.................] - ETA: 6s - loss: 33.6597 - reconstruction_loss: 33.6091 - kl_loss: 2.9109e-05


219/493 [============>.................] - ETA: 6s - loss: 33.6590 - reconstruction_loss: 33.6080 - kl_loss: 2.9369e-05


222/493 [============>.................] - ETA: 6s - loss: 33.6582 - reconstruction_loss: 33.6029 - kl_loss: 2.9643e-05


225/493 [============>.................] - ETA: 6s - loss: 33.6575 - reconstruction_loss: 33.6006 - kl_loss: 2.9871e-05


228/493 [============>.................] - ETA: 6s - loss: 33.6568 - reconstruction_loss: 33.6087 - kl_loss: 3.0038e-05


230/493 [============>.................] - ETA: 6s - loss: 33.6564 - reconstruction_loss: 33.6109 - kl_loss: 3.0130e-05


232/493 [=============>................] - ETA: 6s - loss: 33.6560 - reconstruction_loss: 33.6150 - kl_loss: 3.0207e-05


235/493 [=============>................] - ETA: 6s - loss: 33.6556 - reconstruction_loss: 33.6252 - kl_loss: 3.0286e-05


237/493 [=============>................] - ETA: 6s - loss: 33.6553 - reconstruction_loss: 33.6249 - kl_loss: 3.0311e-05


239/493 [=============>................] - ETA: 6s - loss: 33.6551 - reconstruction_loss: 33.6204 - kl_loss: 3.0324e-05


242/493 [=============>................] - ETA: 6s - loss: 33.6546 - reconstruction_loss: 33.6183 - kl_loss: 3.0329e-05


244/493 [=============>................] - ETA: 6s - loss: 33.6543 - reconstruction_loss: 33.6175 - kl_loss: 3.0317e-05


246/493 [=============>................] - ETA: 6s - loss: 33.6540 - reconstruction_loss: 33.6158 - kl_loss: 3.0281e-05


249/493 [==============>...............] - ETA: 6s - loss: 33.6536 - reconstruction_loss: 33.6178 - kl_loss: 3.0203e-05


251/493 [==============>...............] - ETA: 6s - loss: 33.6533 - reconstruction_loss: 33.6232 - kl_loss: 3.0131e-05


254/493 [==============>...............] - ETA: 5s - loss: 33.6530 - reconstruction_loss: 33.6291 - kl_loss: 2.9998e-05


255/493 [==============>...............] - ETA: 5s - loss: 33.6529 - reconstruction_loss: 33.6298 - kl_loss: 2.9947e-05


257/493 [==============>...............] - ETA: 5s - loss: 33.6528 - reconstruction_loss: 33.6299 - kl_loss: 2.9837e-05


260/493 [==============>...............] - ETA: 5s - loss: 33.6525 - reconstruction_loss: 33.6282 - kl_loss: 2.9652e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.6522 - reconstruction_loss: 33.6273 - kl_loss: 2.9468e-05


265/493 [===============>..............] - ETA: 5s - loss: 33.6520 - reconstruction_loss: 33.6262 - kl_loss: 2.9361e-05


268/493 [===============>..............] - ETA: 5s - loss: 33.6517 - reconstruction_loss: 33.6256 - kl_loss: 2.9226e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.6514 - reconstruction_loss: 33.6287 - kl_loss: 2.9108e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.6513 - reconstruction_loss: 33.6299 - kl_loss: 2.9022e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.6511 - reconstruction_loss: 33.6327 - kl_loss: 2.8883e-05


278/493 [===============>..............] - ETA: 5s - loss: 33.6509 - reconstruction_loss: 33.6313 - kl_loss: 2.8785e-05


280/493 [================>.............] - ETA: 5s - loss: 33.6508 - reconstruction_loss: 33.6302 - kl_loss: 2.8684e-05


282/493 [================>.............] - ETA: 5s - loss: 33.6507 - reconstruction_loss: 33.6304 - kl_loss: 2.8579e-05


284/493 [================>.............] - ETA: 5s - loss: 33.6505 - reconstruction_loss: 33.6284 - kl_loss: 2.8469e-05


286/493 [================>.............] - ETA: 5s - loss: 33.6503 - reconstruction_loss: 33.6260 - kl_loss: 2.8359e-05


289/493 [================>.............] - ETA: 5s - loss: 33.6501 - reconstruction_loss: 33.6242 - kl_loss: 2.8200e-05


291/493 [================>.............] - ETA: 5s - loss: 33.6499 - reconstruction_loss: 33.6238 - kl_loss: 2.8098e-05


294/493 [================>.............] - ETA: 5s - loss: 33.6496 - reconstruction_loss: 33.6201 - kl_loss: 2.7951e-05


297/493 [=================>............] - ETA: 4s - loss: 33.6493 - reconstruction_loss: 33.6213 - kl_loss: 2.7826e-05


300/493 [=================>............] - ETA: 4s - loss: 33.6491 - reconstruction_loss: 33.6265 - kl_loss: 2.7748e-05


303/493 [=================>............] - ETA: 4s - loss: 33.6488 - reconstruction_loss: 33.6263 - kl_loss: 2.7739e-05


306/493 [=================>............] - ETA: 4s - loss: 33.6487 - reconstruction_loss: 33.6322 - kl_loss: 2.7782e-05


309/493 [=================>............] - ETA: 4s - loss: 33.6485 - reconstruction_loss: 33.6346 - kl_loss: 2.7886e-05


312/493 [=================>............] - ETA: 4s - loss: 33.6484 - reconstruction_loss: 33.6318 - kl_loss: 2.8027e-05


315/493 [==================>...........] - ETA: 4s - loss: 33.6483 - reconstruction_loss: 33.6366 - kl_loss: 2.8169e-05


318/493 [==================>...........] - ETA: 4s - loss: 33.6482 - reconstruction_loss: 33.6371 - kl_loss: 2.8285e-05


321/493 [==================>...........] - ETA: 4s - loss: 33.6481 - reconstruction_loss: 33.6360 - kl_loss: 2.8365e-05


324/493 [==================>...........] - ETA: 4s - loss: 33.6479 - reconstruction_loss: 33.6345 - kl_loss: 2.8409e-05


327/493 [==================>...........] - ETA: 4s - loss: 33.6478 - reconstruction_loss: 33.6326 - kl_loss: 2.8419e-05


330/493 [===================>..........] - ETA: 4s - loss: 33.6477 - reconstruction_loss: 33.6321 - kl_loss: 2.8389e-05


333/493 [===================>..........] - ETA: 4s - loss: 33.6475 - reconstruction_loss: 33.6328 - kl_loss: 2.8331e-05


336/493 [===================>..........] - ETA: 3s - loss: 33.6474 - reconstruction_loss: 33.6350 - kl_loss: 2.8261e-05


339/493 [===================>..........] - ETA: 3s - loss: 33.6473 - reconstruction_loss: 33.6367 - kl_loss: 2.8183e-05


342/493 [===================>..........] - ETA: 3s - loss: 33.6472 - reconstruction_loss: 33.6297 - kl_loss: 2.8098e-05


344/493 [===================>..........] - ETA: 3s - loss: 33.6470 - reconstruction_loss: 33.6265 - kl_loss: 2.8037e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.6469 - reconstruction_loss: 33.6282 - kl_loss: 2.7953e-05


350/493 [====================>.........] - ETA: 3s - loss: 33.6467 - reconstruction_loss: 33.6235 - kl_loss: 2.7882e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6465 - reconstruction_loss: 33.6236 - kl_loss: 2.7815e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6463 - reconstruction_loss: 33.6225 - kl_loss: 2.7767e-05


357/493 [====================>.........] - ETA: 3s - loss: 33.6462 - reconstruction_loss: 33.6240 - kl_loss: 2.7713e-05


360/493 [====================>.........] - ETA: 3s - loss: 33.6460 - reconstruction_loss: 33.6241 - kl_loss: 2.7610e-05


363/493 [=====================>........] - ETA: 3s - loss: 33.6459 - reconstruction_loss: 33.6289 - kl_loss: 2.7494e-05


366/493 [=====================>........] - ETA: 3s - loss: 33.6458 - reconstruction_loss: 33.6356 - kl_loss: 2.7381e-05


369/493 [=====================>........] - ETA: 3s - loss: 33.6457 - reconstruction_loss: 33.6281 - kl_loss: 2.7272e-05


372/493 [=====================>........] - ETA: 3s - loss: 33.6455 - reconstruction_loss: 33.6281 - kl_loss: 2.7163e-05


375/493 [=====================>........] - ETA: 2s - loss: 33.6454 - reconstruction_loss: 33.6296 - kl_loss: 2.7074e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.6453 - reconstruction_loss: 33.6336 - kl_loss: 2.7021e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.6452 - reconstruction_loss: 33.6289 - kl_loss: 2.7036e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.6451 - reconstruction_loss: 33.6342 - kl_loss: 2.7109e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.6451 - reconstruction_loss: 33.6382 - kl_loss: 2.7179e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6450 - reconstruction_loss: 33.6339 - kl_loss: 2.7256e-05


390/493 [======================>.......] - ETA: 2s - loss: 33.6450 - reconstruction_loss: 33.6379 - kl_loss: 2.7341e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6449 - reconstruction_loss: 33.6353 - kl_loss: 2.7440e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6449 - reconstruction_loss: 33.6375 - kl_loss: 2.7551e-05


396/493 [=======================>......] - ETA: 2s - loss: 33.6448 - reconstruction_loss: 33.6365 - kl_loss: 2.7666e-05


398/493 [=======================>......] - ETA: 2s - loss: 33.6448 - reconstruction_loss: 33.6369 - kl_loss: 2.7773e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.6448 - reconstruction_loss: 33.6350 - kl_loss: 2.7864e-05


402/493 [=======================>......] - ETA: 2s - loss: 33.6447 - reconstruction_loss: 33.6356 - kl_loss: 2.7934e-05


404/493 [=======================>......] - ETA: 2s - loss: 33.6447 - reconstruction_loss: 33.6343 - kl_loss: 2.7987e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6446 - reconstruction_loss: 33.6334 - kl_loss: 2.8026e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6445 - reconstruction_loss: 33.6288 - kl_loss: 2.8053e-05


411/493 [========================>.....] - ETA: 2s - loss: 33.6444 - reconstruction_loss: 33.6270 - kl_loss: 2.8070e-05


414/493 [========================>.....] - ETA: 1s - loss: 33.6443 - reconstruction_loss: 33.6325 - kl_loss: 2.8076e-05


416/493 [========================>.....] - ETA: 1s - loss: 33.6442 - reconstruction_loss: 33.6327 - kl_loss: 2.8082e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.6442 - reconstruction_loss: 33.6362 - kl_loss: 2.8081e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6442 - reconstruction_loss: 33.6374 - kl_loss: 2.8061e-05


424/493 [========================>.....] - ETA: 1s - loss: 33.6441 - reconstruction_loss: 33.6396 - kl_loss: 2.8039e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.6441 - reconstruction_loss: 33.6427 - kl_loss: 2.8032e-05


428/493 [=========================>....] - ETA: 1s - loss: 33.6441 - reconstruction_loss: 33.6394 - kl_loss: 2.8018e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6441 - reconstruction_loss: 33.6434 - kl_loss: 2.7995e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6441 - reconstruction_loss: 33.6400 - kl_loss: 2.7977e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6441 - reconstruction_loss: 33.6384 - kl_loss: 2.7953e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6440 - reconstruction_loss: 33.6360 - kl_loss: 2.7907e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6439 - reconstruction_loss: 33.6346 - kl_loss: 2.7858e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.6439 - reconstruction_loss: 33.6318 - kl_loss: 2.7799e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6438 - reconstruction_loss: 33.6291 - kl_loss: 2.7747e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6437 - reconstruction_loss: 33.6292 - kl_loss: 2.7701e-05


452/493 [==========================>...] - ETA: 1s - loss: 33.6436 - reconstruction_loss: 33.6304 - kl_loss: 2.7673e-05


454/493 [==========================>...] - ETA: 0s - loss: 33.6436 - reconstruction_loss: 33.6343 - kl_loss: 2.7644e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.6435 - reconstruction_loss: 33.6337 - kl_loss: 2.7607e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.6435 - reconstruction_loss: 33.6337 - kl_loss: 2.7587e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6434 - reconstruction_loss: 33.6287 - kl_loss: 2.7571e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6433 - reconstruction_loss: 33.6337 - kl_loss: 2.7571e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6432 - reconstruction_loss: 33.6351 - kl_loss: 2.7592e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6432 - reconstruction_loss: 33.6361 - kl_loss: 2.7634e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6431 - reconstruction_loss: 33.6344 - kl_loss: 2.7683e-05


477/493 [============================>.] - ETA: 0s - loss: 33.6431 - reconstruction_loss: 33.6365 - kl_loss: 2.7748e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6431 - reconstruction_loss: 33.6356 - kl_loss: 2.7791e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6430 - reconstruction_loss: 33.6351 - kl_loss: 2.7838e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6430 - reconstruction_loss: 33.6406 - kl_loss: 2.7854e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6430 - reconstruction_loss: 33.6404 - kl_loss: 2.7868e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6430 - reconstruction_loss: 33.6393 - kl_loss: 2.7893e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6430 - reconstruction_loss: 33.6380 - kl_loss: 2.7932e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6429 - reconstruction_loss: 33.6374 - kl_loss: 2.7984e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6427 - reconstruction_loss: 33.5814 - kl_loss: 2.8013e-05

Epoch 16/30

  1/493 [..............................] - ETA: 11s - loss: 33.9193 - reconstruction_loss: 33.9192 - kl_loss: 4.2439e-05


  4/493 [..............................] - ETA: 11s - loss: 34.0519 - reconstruction_loss: 33.9356 - kl_loss: 4.2953e-05


  7/493 [..............................] - ETA: 11s - loss: 33.8835 - reconstruction_loss: 33.5498 - kl_loss: 4.3141e-05


 10/493 [..............................] - ETA: 11s - loss: 33.7887 - reconstruction_loss: 33.5990 - kl_loss: 4.2391e-05


 13/493 [..............................] - ETA: 11s - loss: 33.7333 - reconstruction_loss: 33.5424 - kl_loss: 4.0994e-05


 16/493 [..............................] - ETA: 11s - loss: 33.7198 - reconstruction_loss: 33.7175 - kl_loss: 3.9335e-05


 19/493 [>.............................] - ETA: 11s - loss: 33.7198 - reconstruction_loss: 33.7343 - kl_loss: 3.7341e-05


 22/493 [>.............................] - ETA: 11s - loss: 33.7201 - reconstruction_loss: 33.7290 - kl_loss: 3.5295e-05


 24/493 [>.............................] - ETA: 11s - loss: 33.7233 - reconstruction_loss: 33.7632 - kl_loss: 3.4090e-05


 26/493 [>.............................] - ETA: 11s - loss: 33.7231 - reconstruction_loss: 33.7216 - kl_loss: 3.2992e-05


 28/493 [>.............................] - ETA: 11s - loss: 33.7199 - reconstruction_loss: 33.6618 - kl_loss: 3.2005e-05


 31/493 [>.............................] - ETA: 11s - loss: 33.7144 - reconstruction_loss: 33.6735 - kl_loss: 3.0640e-05


 34/493 [=>............................] - ETA: 11s - loss: 33.7106 - reconstruction_loss: 33.6677 - kl_loss: 2.9359e-05


 36/493 [=>............................] - ETA: 11s - loss: 33.7073 - reconstruction_loss: 33.6533 - kl_loss: 2.8634e-05


 38/493 [=>............................] - ETA: 11s - loss: 33.7031 - reconstruction_loss: 33.6262 - kl_loss: 2.7977e-05


 40/493 [=>............................] - ETA: 12s - loss: 33.7004 - reconstruction_loss: 33.6580 - kl_loss: 2.7378e-05


 43/493 [=>............................] - ETA: 12s - loss: 33.6969 - reconstruction_loss: 33.6372 - kl_loss: 2.6613e-05


 46/493 [=>............................] - ETA: 11s - loss: 33.6936 - reconstruction_loss: 33.6538 - kl_loss: 2.6045e-05


 49/493 [=>............................] - ETA: 11s - loss: 33.6921 - reconstruction_loss: 33.6777 - kl_loss: 2.5825e-05


 52/493 [==>...........................] - ETA: 11s - loss: 33.6913 - reconstruction_loss: 33.6737 - kl_loss: 2.5893e-05


 55/493 [==>...........................] - ETA: 11s - loss: 33.6901 - reconstruction_loss: 33.6605 - kl_loss: 2.6081e-05


 58/493 [==>...........................] - ETA: 11s - loss: 33.6886 - reconstruction_loss: 33.6484 - kl_loss: 2.6254e-05


 61/493 [==>...........................] - ETA: 11s - loss: 33.6877 - reconstruction_loss: 33.6798 - kl_loss: 2.6363e-05


 64/493 [==>...........................] - ETA: 11s - loss: 33.6865 - reconstruction_loss: 33.6472 - kl_loss: 2.6604e-05


 67/493 [===>..........................] - ETA: 10s - loss: 33.6843 - reconstruction_loss: 33.6361 - kl_loss: 2.7033e-05


 70/493 [===>..........................] - ETA: 10s - loss: 33.6812 - reconstruction_loss: 33.5997 - kl_loss: 2.7434e-05


 73/493 [===>..........................] - ETA: 10s - loss: 33.6775 - reconstruction_loss: 33.5884 - kl_loss: 2.7639e-05


 76/493 [===>..........................] - ETA: 10s - loss: 33.6736 - reconstruction_loss: 33.5709 - kl_loss: 2.7582e-05


 79/493 [===>..........................] - ETA: 10s - loss: 33.6695 - reconstruction_loss: 33.5643 - kl_loss: 2.7313e-05


 82/493 [===>..........................] - ETA: 10s - loss: 33.6656 - reconstruction_loss: 33.5590 - kl_loss: 2.6952e-05


 85/493 [====>.........................] - ETA: 10s - loss: 33.6615 - reconstruction_loss: 33.5415 - kl_loss: 2.6635e-05


 88/493 [====>.........................] - ETA: 10s - loss: 33.6575 - reconstruction_loss: 33.5526 - kl_loss: 2.6413e-05


 91/493 [====>.........................] - ETA: 10s - loss: 33.6544 - reconstruction_loss: 33.5661 - kl_loss: 2.6280e-05


 94/493 [====>.........................] - ETA: 9s - loss: 33.6521 - reconstruction_loss: 33.5842 - kl_loss: 2.6192e-05 


 97/493 [====>.........................] - ETA: 9s - loss: 33.6503 - reconstruction_loss: 33.6001 - kl_loss: 2.6087e-05


100/493 [=====>........................] - ETA: 9s - loss: 33.6490 - reconstruction_loss: 33.6106 - kl_loss: 2.5961e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.6476 - reconstruction_loss: 33.5987 - kl_loss: 2.5847e-05


105/493 [=====>........................] - ETA: 9s - loss: 33.6467 - reconstruction_loss: 33.6027 - kl_loss: 2.5809e-05


107/493 [=====>........................] - ETA: 9s - loss: 33.6457 - reconstruction_loss: 33.5919 - kl_loss: 2.5829e-05


110/493 [=====>........................] - ETA: 9s - loss: 33.6440 - reconstruction_loss: 33.5793 - kl_loss: 2.5999e-05


113/493 [=====>........................] - ETA: 9s - loss: 33.6422 - reconstruction_loss: 33.5751 - kl_loss: 2.6317e-05


116/493 [======>.......................] - ETA: 9s - loss: 33.6405 - reconstruction_loss: 33.5732 - kl_loss: 2.6771e-05


119/493 [======>.......................] - ETA: 9s - loss: 33.6388 - reconstruction_loss: 33.5793 - kl_loss: 2.7258e-05


122/493 [======>.......................] - ETA: 9s - loss: 33.6373 - reconstruction_loss: 33.5753 - kl_loss: 2.7650e-05


125/493 [======>.......................] - ETA: 9s - loss: 33.6357 - reconstruction_loss: 33.5757 - kl_loss: 2.7958e-05


128/493 [======>.......................] - ETA: 8s - loss: 33.6341 - reconstruction_loss: 33.5594 - kl_loss: 2.8149e-05


131/493 [======>.......................] - ETA: 8s - loss: 33.6326 - reconstruction_loss: 33.5680 - kl_loss: 2.8264e-05


134/493 [=======>......................] - ETA: 8s - loss: 33.6312 - reconstruction_loss: 33.5724 - kl_loss: 2.8325e-05


137/493 [=======>......................] - ETA: 8s - loss: 33.6299 - reconstruction_loss: 33.5749 - kl_loss: 2.8347e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.6287 - reconstruction_loss: 33.5750 - kl_loss: 2.8372e-05


143/493 [=======>......................] - ETA: 8s - loss: 33.6276 - reconstruction_loss: 33.5811 - kl_loss: 2.8380e-05


146/493 [=======>......................] - ETA: 8s - loss: 33.6266 - reconstruction_loss: 33.5736 - kl_loss: 2.8353e-05


149/493 [========>.....................] - ETA: 8s - loss: 33.6255 - reconstruction_loss: 33.5663 - kl_loss: 2.8297e-05


152/493 [========>.....................] - ETA: 8s - loss: 33.6244 - reconstruction_loss: 33.5726 - kl_loss: 2.8258e-05


155/493 [========>.....................] - ETA: 8s - loss: 33.6234 - reconstruction_loss: 33.5723 - kl_loss: 2.8263e-05


158/493 [========>.....................] - ETA: 8s - loss: 33.6224 - reconstruction_loss: 33.5669 - kl_loss: 2.8279e-05


161/493 [========>.....................] - ETA: 8s - loss: 33.6213 - reconstruction_loss: 33.5697 - kl_loss: 2.8259e-05


164/493 [========>.....................] - ETA: 8s - loss: 33.6204 - reconstruction_loss: 33.5725 - kl_loss: 2.8229e-05


167/493 [=========>....................] - ETA: 7s - loss: 33.6196 - reconstruction_loss: 33.5787 - kl_loss: 2.8202e-05


170/493 [=========>....................] - ETA: 7s - loss: 33.6189 - reconstruction_loss: 33.5747 - kl_loss: 2.8193e-05


173/493 [=========>....................] - ETA: 7s - loss: 33.6182 - reconstruction_loss: 33.5777 - kl_loss: 2.8207e-05


176/493 [=========>....................] - ETA: 7s - loss: 33.6175 - reconstruction_loss: 33.5807 - kl_loss: 2.8245e-05


179/493 [=========>....................] - ETA: 7s - loss: 33.6168 - reconstruction_loss: 33.5780 - kl_loss: 2.8350e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.6163 - reconstruction_loss: 33.5903 - kl_loss: 2.8608e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.6160 - reconstruction_loss: 33.6011 - kl_loss: 2.9031e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6158 - reconstruction_loss: 33.6081 - kl_loss: 2.9588e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.6156 - reconstruction_loss: 33.5997 - kl_loss: 3.0202e-05


193/493 [==========>...................] - ETA: 7s - loss: 33.6155 - reconstruction_loss: 33.6061 - kl_loss: 3.0597e-05


196/493 [==========>...................] - ETA: 7s - loss: 33.6154 - reconstruction_loss: 33.6109 - kl_loss: 3.1145e-05


199/493 [===========>..................] - ETA: 7s - loss: 33.6153 - reconstruction_loss: 33.6055 - kl_loss: 3.1643e-05


202/493 [===========>..................] - ETA: 7s - loss: 33.6152 - reconstruction_loss: 33.6089 - kl_loss: 3.2060e-05


205/493 [===========>..................] - ETA: 6s - loss: 33.6151 - reconstruction_loss: 33.6083 - kl_loss: 3.2387e-05


208/493 [===========>..................] - ETA: 6s - loss: 33.6150 - reconstruction_loss: 33.6015 - kl_loss: 3.2608e-05


211/493 [===========>..................] - ETA: 6s - loss: 33.6147 - reconstruction_loss: 33.5986 - kl_loss: 3.2750e-05


214/493 [============>.................] - ETA: 6s - loss: 33.6145 - reconstruction_loss: 33.6025 - kl_loss: 3.2867e-05


217/493 [============>.................] - ETA: 6s - loss: 33.6143 - reconstruction_loss: 33.6023 - kl_loss: 3.2976e-05


220/493 [============>.................] - ETA: 6s - loss: 33.6141 - reconstruction_loss: 33.5997 - kl_loss: 3.3040e-05


223/493 [============>.................] - ETA: 6s - loss: 33.6139 - reconstruction_loss: 33.6039 - kl_loss: 3.3057e-05


226/493 [============>.................] - ETA: 6s - loss: 33.6138 - reconstruction_loss: 33.6072 - kl_loss: 3.2998e-05


229/493 [============>.................] - ETA: 6s - loss: 33.6137 - reconstruction_loss: 33.6092 - kl_loss: 3.2889e-05


232/493 [=============>................] - ETA: 6s - loss: 33.6137 - reconstruction_loss: 33.6119 - kl_loss: 3.2770e-05


235/493 [=============>................] - ETA: 6s - loss: 33.6137 - reconstruction_loss: 33.6113 - kl_loss: 3.2634e-05


238/493 [=============>................] - ETA: 6s - loss: 33.6136 - reconstruction_loss: 33.6083 - kl_loss: 3.2472e-05


241/493 [=============>................] - ETA: 6s - loss: 33.6135 - reconstruction_loss: 33.6013 - kl_loss: 3.2285e-05


244/493 [=============>................] - ETA: 6s - loss: 33.6134 - reconstruction_loss: 33.6030 - kl_loss: 3.2085e-05


247/493 [==============>...............] - ETA: 5s - loss: 33.6132 - reconstruction_loss: 33.5979 - kl_loss: 3.1888e-05


250/493 [==============>...............] - ETA: 5s - loss: 33.6130 - reconstruction_loss: 33.5915 - kl_loss: 3.1669e-05


253/493 [==============>...............] - ETA: 5s - loss: 33.6128 - reconstruction_loss: 33.5961 - kl_loss: 3.1431e-05


256/493 [==============>...............] - ETA: 5s - loss: 33.6126 - reconstruction_loss: 33.6005 - kl_loss: 3.1197e-05


259/493 [==============>...............] - ETA: 5s - loss: 33.6125 - reconstruction_loss: 33.5974 - kl_loss: 3.0963e-05


262/493 [==============>...............] - ETA: 5s - loss: 33.6123 - reconstruction_loss: 33.5921 - kl_loss: 3.0723e-05


265/493 [===============>..............] - ETA: 5s - loss: 33.6121 - reconstruction_loss: 33.5919 - kl_loss: 3.0488e-05


268/493 [===============>..............] - ETA: 5s - loss: 33.6118 - reconstruction_loss: 33.5929 - kl_loss: 3.0280e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.6116 - reconstruction_loss: 33.5921 - kl_loss: 3.0123e-05


274/493 [===============>..............] - ETA: 5s - loss: 33.6114 - reconstruction_loss: 33.5961 - kl_loss: 3.0030e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.6113 - reconstruction_loss: 33.5936 - kl_loss: 2.9993e-05


278/493 [===============>..............] - ETA: 5s - loss: 33.6112 - reconstruction_loss: 33.5972 - kl_loss: 2.9939e-05


280/493 [================>.............] - ETA: 5s - loss: 33.6111 - reconstruction_loss: 33.5958 - kl_loss: 2.9876e-05


282/493 [================>.............] - ETA: 5s - loss: 33.6110 - reconstruction_loss: 33.5945 - kl_loss: 2.9809e-05


284/493 [================>.............] - ETA: 5s - loss: 33.6109 - reconstruction_loss: 33.5973 - kl_loss: 2.9742e-05


286/493 [================>.............] - ETA: 5s - loss: 33.6108 - reconstruction_loss: 33.6007 - kl_loss: 2.9694e-05


288/493 [================>.............] - ETA: 5s - loss: 33.6107 - reconstruction_loss: 33.5942 - kl_loss: 2.9670e-05


290/493 [================>.............] - ETA: 5s - loss: 33.6106 - reconstruction_loss: 33.5984 - kl_loss: 2.9651e-05


292/493 [================>.............] - ETA: 4s - loss: 33.6105 - reconstruction_loss: 33.5971 - kl_loss: 2.9635e-05


294/493 [================>.............] - ETA: 4s - loss: 33.6104 - reconstruction_loss: 33.5954 - kl_loss: 2.9621e-05


296/493 [=================>............] - ETA: 4s - loss: 33.6103 - reconstruction_loss: 33.5958 - kl_loss: 2.9601e-05


298/493 [=================>............] - ETA: 4s - loss: 33.6102 - reconstruction_loss: 33.5959 - kl_loss: 2.9579e-05


300/493 [=================>............] - ETA: 4s - loss: 33.6101 - reconstruction_loss: 33.5985 - kl_loss: 2.9544e-05


302/493 [=================>............] - ETA: 4s - loss: 33.6101 - reconstruction_loss: 33.6022 - kl_loss: 2.9502e-05


305/493 [=================>............] - ETA: 4s - loss: 33.6100 - reconstruction_loss: 33.6039 - kl_loss: 2.9443e-05


307/493 [=================>............] - ETA: 4s - loss: 33.6100 - reconstruction_loss: 33.6049 - kl_loss: 2.9401e-05


309/493 [=================>............] - ETA: 4s - loss: 33.6099 - reconstruction_loss: 33.6036 - kl_loss: 2.9359e-05


312/493 [=================>............] - ETA: 4s - loss: 33.6098 - reconstruction_loss: 33.6028 - kl_loss: 2.9301e-05


315/493 [==================>...........] - ETA: 4s - loss: 33.6097 - reconstruction_loss: 33.5954 - kl_loss: 2.9256e-05


318/493 [==================>...........] - ETA: 4s - loss: 33.6096 - reconstruction_loss: 33.5968 - kl_loss: 2.9223e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.6095 - reconstruction_loss: 33.5948 - kl_loss: 2.9218e-05


323/493 [==================>...........] - ETA: 4s - loss: 33.6094 - reconstruction_loss: 33.5947 - kl_loss: 2.9267e-05


325/493 [==================>...........] - ETA: 4s - loss: 33.6093 - reconstruction_loss: 33.5992 - kl_loss: 2.9347e-05


327/493 [==================>...........] - ETA: 4s - loss: 33.6092 - reconstruction_loss: 33.5967 - kl_loss: 2.9458e-05


329/493 [===================>..........] - ETA: 4s - loss: 33.6092 - reconstruction_loss: 33.5974 - kl_loss: 2.9592e-05


331/493 [===================>..........] - ETA: 4s - loss: 33.6091 - reconstruction_loss: 33.6008 - kl_loss: 2.9735e-05


333/493 [===================>..........] - ETA: 3s - loss: 33.6090 - reconstruction_loss: 33.6002 - kl_loss: 2.9872e-05


336/493 [===================>..........] - ETA: 3s - loss: 33.6089 - reconstruction_loss: 33.5971 - kl_loss: 3.0048e-05


339/493 [===================>..........] - ETA: 3s - loss: 33.6088 - reconstruction_loss: 33.5983 - kl_loss: 3.0184e-05


341/493 [===================>..........] - ETA: 3s - loss: 33.6088 - reconstruction_loss: 33.6025 - kl_loss: 3.0257e-05


344/493 [===================>..........] - ETA: 3s - loss: 33.6087 - reconstruction_loss: 33.5977 - kl_loss: 3.0356e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.6086 - reconstruction_loss: 33.6002 - kl_loss: 3.0446e-05


349/493 [====================>.........] - ETA: 3s - loss: 33.6086 - reconstruction_loss: 33.5997 - kl_loss: 3.0517e-05


351/493 [====================>.........] - ETA: 3s - loss: 33.6085 - reconstruction_loss: 33.6000 - kl_loss: 3.0591e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6085 - reconstruction_loss: 33.5985 - kl_loss: 3.0662e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6084 - reconstruction_loss: 33.5977 - kl_loss: 3.0723e-05


357/493 [====================>.........] - ETA: 3s - loss: 33.6084 - reconstruction_loss: 33.5991 - kl_loss: 3.0767e-05


359/493 [====================>.........] - ETA: 3s - loss: 33.6083 - reconstruction_loss: 33.5992 - kl_loss: 3.0790e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.6082 - reconstruction_loss: 33.5962 - kl_loss: 3.0788e-05


363/493 [=====================>........] - ETA: 3s - loss: 33.6082 - reconstruction_loss: 33.5940 - kl_loss: 3.0757e-05


365/493 [=====================>........] - ETA: 3s - loss: 33.6081 - reconstruction_loss: 33.5941 - kl_loss: 3.0703e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.6080 - reconstruction_loss: 33.5935 - kl_loss: 3.0634e-05


369/493 [=====================>........] - ETA: 3s - loss: 33.6079 - reconstruction_loss: 33.5923 - kl_loss: 3.0557e-05


371/493 [=====================>........] - ETA: 3s - loss: 33.6078 - reconstruction_loss: 33.5901 - kl_loss: 3.0479e-05


374/493 [=====================>........] - ETA: 3s - loss: 33.6077 - reconstruction_loss: 33.5903 - kl_loss: 3.0352e-05


377/493 [=====================>........] - ETA: 2s - loss: 33.6076 - reconstruction_loss: 33.5899 - kl_loss: 3.0227e-05


380/493 [======================>.......] - ETA: 2s - loss: 33.6074 - reconstruction_loss: 33.5834 - kl_loss: 3.0092e-05


382/493 [======================>.......] - ETA: 2s - loss: 33.6072 - reconstruction_loss: 33.5830 - kl_loss: 2.9990e-05


385/493 [======================>.......] - ETA: 2s - loss: 33.6071 - reconstruction_loss: 33.5858 - kl_loss: 2.9824e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6069 - reconstruction_loss: 33.5894 - kl_loss: 2.9664e-05


391/493 [======================>.......] - ETA: 2s - loss: 33.6068 - reconstruction_loss: 33.5935 - kl_loss: 2.9525e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6067 - reconstruction_loss: 33.5933 - kl_loss: 2.9402e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.6066 - reconstruction_loss: 33.5925 - kl_loss: 2.9278e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.6065 - reconstruction_loss: 33.5884 - kl_loss: 2.9160e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.6064 - reconstruction_loss: 33.5933 - kl_loss: 2.9041e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6063 - reconstruction_loss: 33.5942 - kl_loss: 2.8931e-05


409/493 [=======================>......] - ETA: 2s - loss: 33.6062 - reconstruction_loss: 33.5957 - kl_loss: 2.8822e-05


412/493 [========================>.....] - ETA: 2s - loss: 33.6061 - reconstruction_loss: 33.5984 - kl_loss: 2.8705e-05


415/493 [========================>.....] - ETA: 1s - loss: 33.6061 - reconstruction_loss: 33.5988 - kl_loss: 2.8608e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6004 - kl_loss: 2.8544e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6054 - kl_loss: 2.8511e-05


424/493 [========================>.....] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6054 - kl_loss: 2.8509e-05


427/493 [========================>.....] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6042 - kl_loss: 2.8534e-05


430/493 [=========================>....] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6065 - kl_loss: 2.8565e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6070 - kl_loss: 2.8596e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6049 - kl_loss: 2.8607e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6063 - kl_loss: 2.8613e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6024 - kl_loss: 2.8592e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6028 - kl_loss: 2.8541e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6047 - kl_loss: 2.8471e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6059 - reconstruction_loss: 33.6050 - kl_loss: 2.8399e-05


452/493 [==========================>...] - ETA: 1s - loss: 33.6059 - reconstruction_loss: 33.6080 - kl_loss: 2.8346e-05


455/493 [==========================>...] - ETA: 0s - loss: 33.6060 - reconstruction_loss: 33.6103 - kl_loss: 2.8258e-05


458/493 [==========================>...] - ETA: 0s - loss: 33.6060 - reconstruction_loss: 33.6099 - kl_loss: 2.8170e-05


461/493 [===========================>..] - ETA: 0s - loss: 33.6060 - reconstruction_loss: 33.6107 - kl_loss: 2.8085e-05


464/493 [===========================>..] - ETA: 0s - loss: 33.6061 - reconstruction_loss: 33.6121 - kl_loss: 2.8003e-05


467/493 [===========================>..] - ETA: 0s - loss: 33.6061 - reconstruction_loss: 33.6162 - kl_loss: 2.7931e-05


470/493 [===========================>..] - ETA: 0s - loss: 33.6062 - reconstruction_loss: 33.6204 - kl_loss: 2.7898e-05


473/493 [===========================>..] - ETA: 0s - loss: 33.6063 - reconstruction_loss: 33.6227 - kl_loss: 2.7928e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6064 - reconstruction_loss: 33.6248 - kl_loss: 2.8020e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6066 - reconstruction_loss: 33.6302 - kl_loss: 2.8181e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6067 - reconstruction_loss: 33.6309 - kl_loss: 2.8418e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6068 - reconstruction_loss: 33.6310 - kl_loss: 2.8595e-05


487/493 [============================>.] - ETA: 0s - loss: 33.6070 - reconstruction_loss: 33.6325 - kl_loss: 2.8846e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6071 - reconstruction_loss: 33.6350 - kl_loss: 2.9064e-05


493/493 [==============================] - ETA: 0s - loss: 33.6072 - reconstruction_loss: 33.5800 - kl_loss: 2.9247e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6071 - reconstruction_loss: 33.5800 - kl_loss: 2.9247e-05

Epoch 17/30

  1/493 [..............................] - ETA: 11s - loss: 33.1492 - reconstruction_loss: 33.1491 - kl_loss: 5.3883e-05


  4/493 [..............................] - ETA: 11s - loss: 33.4231 - reconstruction_loss: 33.8125 - kl_loss: 4.9643e-05


  7/493 [..............................] - ETA: 11s - loss: 33.5186 - reconstruction_loss: 33.6973 - kl_loss: 4.5857e-05


 10/493 [..............................] - ETA: 11s - loss: 33.5736 - reconstruction_loss: 33.7271 - kl_loss: 4.2456e-05


 13/493 [..............................] - ETA: 11s - loss: 33.5975 - reconstruction_loss: 33.6429 - kl_loss: 3.9683e-05


 16/493 [..............................] - ETA: 11s - loss: 33.5925 - reconstruction_loss: 33.6312 - kl_loss: 3.7553e-05


 19/493 [>.............................] - ETA: 11s - loss: 33.5913 - reconstruction_loss: 33.6004 - kl_loss: 3.5517e-05


 22/493 [>.............................] - ETA: 11s - loss: 33.6019 - reconstruction_loss: 33.6817 - kl_loss: 3.3208e-05


 25/493 [>.............................] - ETA: 11s - loss: 33.6140 - reconstruction_loss: 33.7031 - kl_loss: 3.0926e-05


 27/493 [>.............................] - ETA: 11s - loss: 33.6185 - reconstruction_loss: 33.6695 - kl_loss: 2.9587e-05


 30/493 [>.............................] - ETA: 11s - loss: 33.6198 - reconstruction_loss: 33.6087 - kl_loss: 2.7951e-05


 33/493 [=>............................] - ETA: 11s - loss: 33.6159 - reconstruction_loss: 33.5935 - kl_loss: 2.6723e-05


 36/493 [=>............................] - ETA: 10s - loss: 33.6147 - reconstruction_loss: 33.6092 - kl_loss: 2.5659e-05


 39/493 [=>............................] - ETA: 10s - loss: 33.6152 - reconstruction_loss: 33.6350 - kl_loss: 2.4959e-05


 42/493 [=>............................] - ETA: 10s - loss: 33.6164 - reconstruction_loss: 33.6325 - kl_loss: 2.4769e-05


 45/493 [=>............................] - ETA: 10s - loss: 33.6188 - reconstruction_loss: 33.6646 - kl_loss: 2.4781e-05


 48/493 [=>............................] - ETA: 10s - loss: 33.6241 - reconstruction_loss: 33.6911 - kl_loss: 2.4920e-05


 51/493 [==>...........................] - ETA: 10s - loss: 33.6292 - reconstruction_loss: 33.7199 - kl_loss: 2.5167e-05


 54/493 [==>...........................] - ETA: 10s - loss: 33.6333 - reconstruction_loss: 33.6987 - kl_loss: 2.5430e-05


 57/493 [==>...........................] - ETA: 10s - loss: 33.6368 - reconstruction_loss: 33.6943 - kl_loss: 2.5618e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.6386 - reconstruction_loss: 33.6917 - kl_loss: 2.5683e-05


 60/493 [==>...........................] - ETA: 11s - loss: 33.6395 - reconstruction_loss: 33.6935 - kl_loss: 2.5704e-05


 61/493 [==>...........................] - ETA: 11s - loss: 33.6404 - reconstruction_loss: 33.6950 - kl_loss: 2.5717e-05


 63/493 [==>...........................] - ETA: 11s - loss: 33.6427 - reconstruction_loss: 33.7064 - kl_loss: 2.5733e-05


 65/493 [==>...........................] - ETA: 11s - loss: 33.6442 - reconstruction_loss: 33.6967 - kl_loss: 2.5721e-05


 67/493 [===>..........................] - ETA: 11s - loss: 33.6458 - reconstruction_loss: 33.6964 - kl_loss: 2.5674e-05


 69/493 [===>..........................] - ETA: 11s - loss: 33.6471 - reconstruction_loss: 33.6847 - kl_loss: 2.5606e-05


 71/493 [===>..........................] - ETA: 11s - loss: 33.6482 - reconstruction_loss: 33.6835 - kl_loss: 2.5512e-05


 73/493 [===>..........................] - ETA: 11s - loss: 33.6494 - reconstruction_loss: 33.6910 - kl_loss: 2.5372e-05


 76/493 [===>..........................] - ETA: 11s - loss: 33.6512 - reconstruction_loss: 33.6845 - kl_loss: 2.5092e-05


 79/493 [===>..........................] - ETA: 11s - loss: 33.6531 - reconstruction_loss: 33.7120 - kl_loss: 2.4726e-05


 82/493 [===>..........................] - ETA: 10s - loss: 33.6551 - reconstruction_loss: 33.6968 - kl_loss: 2.4276e-05


 85/493 [====>.........................] - ETA: 10s - loss: 33.6566 - reconstruction_loss: 33.6928 - kl_loss: 2.3715e-05


 88/493 [====>.........................] - ETA: 10s - loss: 33.6577 - reconstruction_loss: 33.6888 - kl_loss: 2.3117e-05


 91/493 [====>.........................] - ETA: 10s - loss: 33.6589 - reconstruction_loss: 33.6963 - kl_loss: 2.2589e-05


 94/493 [====>.........................] - ETA: 10s - loss: 33.6597 - reconstruction_loss: 33.6805 - kl_loss: 2.2179e-05


 97/493 [====>.........................] - ETA: 10s - loss: 33.6604 - reconstruction_loss: 33.6773 - kl_loss: 2.1831e-05


100/493 [=====>........................] - ETA: 10s - loss: 33.6614 - reconstruction_loss: 33.6953 - kl_loss: 2.1526e-05


103/493 [=====>........................] - ETA: 10s - loss: 33.6627 - reconstruction_loss: 33.7114 - kl_loss: 2.1342e-05


105/493 [=====>........................] - ETA: 10s - loss: 33.6636 - reconstruction_loss: 33.7068 - kl_loss: 2.1334e-05


108/493 [=====>........................] - ETA: 10s - loss: 33.6649 - reconstruction_loss: 33.7093 - kl_loss: 2.1533e-05


111/493 [=====>........................] - ETA: 9s - loss: 33.6660 - reconstruction_loss: 33.7008 - kl_loss: 2.1927e-05 


114/493 [=====>........................] - ETA: 9s - loss: 33.6668 - reconstruction_loss: 33.6957 - kl_loss: 2.2389e-05


117/493 [======>.......................] - ETA: 9s - loss: 33.6672 - reconstruction_loss: 33.6841 - kl_loss: 2.2932e-05


120/493 [======>.......................] - ETA: 9s - loss: 33.6675 - reconstruction_loss: 33.6777 - kl_loss: 2.3521e-05


123/493 [======>.......................] - ETA: 9s - loss: 33.6677 - reconstruction_loss: 33.6716 - kl_loss: 2.4067e-05


126/493 [======>.......................] - ETA: 9s - loss: 33.6679 - reconstruction_loss: 33.6764 - kl_loss: 2.4474e-05


129/493 [======>.......................] - ETA: 9s - loss: 33.6682 - reconstruction_loss: 33.6744 - kl_loss: 2.4761e-05


132/493 [=======>......................] - ETA: 9s - loss: 33.6683 - reconstruction_loss: 33.6759 - kl_loss: 2.4948e-05


135/493 [=======>......................] - ETA: 9s - loss: 33.6689 - reconstruction_loss: 33.7028 - kl_loss: 2.5121e-05


138/493 [=======>......................] - ETA: 9s - loss: 33.6696 - reconstruction_loss: 33.6974 - kl_loss: 2.5326e-05


141/493 [=======>......................] - ETA: 8s - loss: 33.6703 - reconstruction_loss: 33.7068 - kl_loss: 2.5512e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.6713 - reconstruction_loss: 33.7186 - kl_loss: 2.5654e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.6722 - reconstruction_loss: 33.7199 - kl_loss: 2.5715e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.6731 - reconstruction_loss: 33.7178 - kl_loss: 2.5715e-05


153/493 [========>.....................] - ETA: 8s - loss: 33.6741 - reconstruction_loss: 33.7255 - kl_loss: 2.5699e-05


156/493 [========>.....................] - ETA: 8s - loss: 33.6751 - reconstruction_loss: 33.7193 - kl_loss: 2.5661e-05


159/493 [========>.....................] - ETA: 8s - loss: 33.6758 - reconstruction_loss: 33.7129 - kl_loss: 2.5607e-05


162/493 [========>.....................] - ETA: 8s - loss: 33.6765 - reconstruction_loss: 33.7085 - kl_loss: 2.5545e-05


165/493 [=========>....................] - ETA: 8s - loss: 33.6770 - reconstruction_loss: 33.7043 - kl_loss: 2.5433e-05


168/493 [=========>....................] - ETA: 8s - loss: 33.6775 - reconstruction_loss: 33.7030 - kl_loss: 2.5260e-05


171/493 [=========>....................] - ETA: 8s - loss: 33.6779 - reconstruction_loss: 33.6958 - kl_loss: 2.5064e-05


174/493 [=========>....................] - ETA: 8s - loss: 33.6781 - reconstruction_loss: 33.6958 - kl_loss: 2.4880e-05


176/493 [=========>....................] - ETA: 7s - loss: 33.6784 - reconstruction_loss: 33.7005 - kl_loss: 2.4780e-05


179/493 [=========>....................] - ETA: 7s - loss: 33.6787 - reconstruction_loss: 33.6908 - kl_loss: 2.4694e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.6788 - reconstruction_loss: 33.6907 - kl_loss: 2.4678e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.6790 - reconstruction_loss: 33.6878 - kl_loss: 2.4698e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6790 - reconstruction_loss: 33.6778 - kl_loss: 2.4759e-05


190/493 [==========>...................] - ETA: 7s - loss: 33.6791 - reconstruction_loss: 33.6795 - kl_loss: 2.4797e-05


193/493 [==========>...................] - ETA: 7s - loss: 33.6791 - reconstruction_loss: 33.6810 - kl_loss: 2.4819e-05


196/493 [==========>...................] - ETA: 7s - loss: 33.6791 - reconstruction_loss: 33.6850 - kl_loss: 2.4808e-05


199/493 [===========>..................] - ETA: 7s - loss: 33.6792 - reconstruction_loss: 33.6806 - kl_loss: 2.4813e-05


202/493 [===========>..................] - ETA: 7s - loss: 33.6791 - reconstruction_loss: 33.6766 - kl_loss: 2.4834e-05


205/493 [===========>..................] - ETA: 7s - loss: 33.6791 - reconstruction_loss: 33.6745 - kl_loss: 2.4847e-05


208/493 [===========>..................] - ETA: 7s - loss: 33.6790 - reconstruction_loss: 33.6753 - kl_loss: 2.4842e-05


210/493 [===========>..................] - ETA: 7s - loss: 33.6790 - reconstruction_loss: 33.6761 - kl_loss: 2.4825e-05


213/493 [===========>..................] - ETA: 7s - loss: 33.6788 - reconstruction_loss: 33.6660 - kl_loss: 2.4791e-05


216/493 [============>.................] - ETA: 6s - loss: 33.6787 - reconstruction_loss: 33.6730 - kl_loss: 2.4740e-05


219/493 [============>.................] - ETA: 6s - loss: 33.6785 - reconstruction_loss: 33.6636 - kl_loss: 2.4707e-05


222/493 [============>.................] - ETA: 6s - loss: 33.6783 - reconstruction_loss: 33.6597 - kl_loss: 2.4665e-05


225/493 [============>.................] - ETA: 6s - loss: 33.6780 - reconstruction_loss: 33.6612 - kl_loss: 2.4588e-05


228/493 [============>.................] - ETA: 6s - loss: 33.6778 - reconstruction_loss: 33.6625 - kl_loss: 2.4497e-05


231/493 [=============>................] - ETA: 6s - loss: 33.6777 - reconstruction_loss: 33.6696 - kl_loss: 2.4417e-05


234/493 [=============>................] - ETA: 6s - loss: 33.6775 - reconstruction_loss: 33.6632 - kl_loss: 2.4359e-05


237/493 [=============>................] - ETA: 6s - loss: 33.6773 - reconstruction_loss: 33.6592 - kl_loss: 2.4297e-05


240/493 [=============>................] - ETA: 6s - loss: 33.6771 - reconstruction_loss: 33.6602 - kl_loss: 2.4219e-05


243/493 [=============>................] - ETA: 6s - loss: 33.6769 - reconstruction_loss: 33.6607 - kl_loss: 2.4158e-05


246/493 [=============>................] - ETA: 6s - loss: 33.6767 - reconstruction_loss: 33.6562 - kl_loss: 2.4184e-05


249/493 [==============>...............] - ETA: 6s - loss: 33.6765 - reconstruction_loss: 33.6582 - kl_loss: 2.4272e-05


252/493 [==============>...............] - ETA: 5s - loss: 33.6761 - reconstruction_loss: 33.6453 - kl_loss: 2.4385e-05


255/493 [==============>...............] - ETA: 5s - loss: 33.6758 - reconstruction_loss: 33.6462 - kl_loss: 2.4496e-05


258/493 [==============>...............] - ETA: 5s - loss: 33.6754 - reconstruction_loss: 33.6487 - kl_loss: 2.4581e-05


261/493 [==============>...............] - ETA: 5s - loss: 33.6751 - reconstruction_loss: 33.6470 - kl_loss: 2.4645e-05


264/493 [===============>..............] - ETA: 5s - loss: 33.6748 - reconstruction_loss: 33.6450 - kl_loss: 2.4706e-05


267/493 [===============>..............] - ETA: 5s - loss: 33.6745 - reconstruction_loss: 33.6465 - kl_loss: 2.4780e-05


270/493 [===============>..............] - ETA: 5s - loss: 33.6742 - reconstruction_loss: 33.6478 - kl_loss: 2.4880e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.6739 - reconstruction_loss: 33.6453 - kl_loss: 2.5026e-05


275/493 [===============>..............] - ETA: 5s - loss: 33.6736 - reconstruction_loss: 33.6423 - kl_loss: 2.5151e-05


278/493 [===============>..............] - ETA: 5s - loss: 33.6733 - reconstruction_loss: 33.6429 - kl_loss: 2.5386e-05


281/493 [================>.............] - ETA: 5s - loss: 33.6730 - reconstruction_loss: 33.6450 - kl_loss: 2.5663e-05


284/493 [================>.............] - ETA: 5s - loss: 33.6727 - reconstruction_loss: 33.6451 - kl_loss: 2.5953e-05


287/493 [================>.............] - ETA: 5s - loss: 33.6724 - reconstruction_loss: 33.6483 - kl_loss: 2.6245e-05


290/493 [================>.............] - ETA: 5s - loss: 33.6722 - reconstruction_loss: 33.6455 - kl_loss: 2.6546e-05


293/493 [================>.............] - ETA: 4s - loss: 33.6719 - reconstruction_loss: 33.6410 - kl_loss: 2.6834e-05


296/493 [=================>............] - ETA: 4s - loss: 33.6715 - reconstruction_loss: 33.6416 - kl_loss: 2.7075e-05


299/493 [=================>............] - ETA: 4s - loss: 33.6712 - reconstruction_loss: 33.6393 - kl_loss: 2.7249e-05


302/493 [=================>............] - ETA: 4s - loss: 33.6709 - reconstruction_loss: 33.6382 - kl_loss: 2.7360e-05


305/493 [=================>............] - ETA: 4s - loss: 33.6706 - reconstruction_loss: 33.6333 - kl_loss: 2.7373e-05


308/493 [=================>............] - ETA: 4s - loss: 33.6702 - reconstruction_loss: 33.6323 - kl_loss: 2.7322e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6698 - reconstruction_loss: 33.6351 - kl_loss: 2.7244e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.6695 - reconstruction_loss: 33.6341 - kl_loss: 2.7163e-05


317/493 [==================>...........] - ETA: 4s - loss: 33.6692 - reconstruction_loss: 33.6314 - kl_loss: 2.7093e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.6688 - reconstruction_loss: 33.6249 - kl_loss: 2.7039e-05


323/493 [==================>...........] - ETA: 4s - loss: 33.6684 - reconstruction_loss: 33.6268 - kl_loss: 2.7008e-05


326/493 [==================>...........] - ETA: 4s - loss: 33.6680 - reconstruction_loss: 33.6277 - kl_loss: 2.6986e-05


329/493 [===================>..........] - ETA: 4s - loss: 33.6677 - reconstruction_loss: 33.6295 - kl_loss: 2.6967e-05


332/493 [===================>..........] - ETA: 3s - loss: 33.6673 - reconstruction_loss: 33.6221 - kl_loss: 2.6949e-05


335/493 [===================>..........] - ETA: 3s - loss: 33.6669 - reconstruction_loss: 33.6275 - kl_loss: 2.6926e-05


338/493 [===================>..........] - ETA: 3s - loss: 33.6666 - reconstruction_loss: 33.6285 - kl_loss: 2.6879e-05


341/493 [===================>..........] - ETA: 3s - loss: 33.6662 - reconstruction_loss: 33.6253 - kl_loss: 2.6805e-05


344/493 [===================>..........] - ETA: 3s - loss: 33.6659 - reconstruction_loss: 33.6239 - kl_loss: 2.6726e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.6655 - reconstruction_loss: 33.6229 - kl_loss: 2.6658e-05


349/493 [====================>.........] - ETA: 3s - loss: 33.6652 - reconstruction_loss: 33.6202 - kl_loss: 2.6633e-05


351/493 [====================>.........] - ETA: 3s - loss: 33.6650 - reconstruction_loss: 33.6211 - kl_loss: 2.6631e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6647 - reconstruction_loss: 33.6220 - kl_loss: 2.6646e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6645 - reconstruction_loss: 33.6213 - kl_loss: 2.6678e-05


357/493 [====================>.........] - ETA: 3s - loss: 33.6643 - reconstruction_loss: 33.6261 - kl_loss: 2.6715e-05


359/493 [====================>.........] - ETA: 3s - loss: 33.6640 - reconstruction_loss: 33.6257 - kl_loss: 2.6754e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.6637 - reconstruction_loss: 33.6259 - kl_loss: 2.6807e-05


365/493 [=====================>........] - ETA: 3s - loss: 33.6634 - reconstruction_loss: 33.6291 - kl_loss: 2.6859e-05


368/493 [=====================>........] - ETA: 3s - loss: 33.6632 - reconstruction_loss: 33.6313 - kl_loss: 2.6921e-05


371/493 [=====================>........] - ETA: 3s - loss: 33.6629 - reconstruction_loss: 33.6373 - kl_loss: 2.6983e-05


374/493 [=====================>........] - ETA: 2s - loss: 33.6627 - reconstruction_loss: 33.6336 - kl_loss: 2.7032e-05


377/493 [=====================>........] - ETA: 2s - loss: 33.6625 - reconstruction_loss: 33.6348 - kl_loss: 2.7039e-05


380/493 [======================>.......] - ETA: 2s - loss: 33.6622 - reconstruction_loss: 33.6323 - kl_loss: 2.7008e-05


383/493 [======================>.......] - ETA: 2s - loss: 33.6620 - reconstruction_loss: 33.6328 - kl_loss: 2.6962e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.6618 - reconstruction_loss: 33.6298 - kl_loss: 2.6912e-05


389/493 [======================>.......] - ETA: 2s - loss: 33.6615 - reconstruction_loss: 33.6281 - kl_loss: 2.6853e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6612 - reconstruction_loss: 33.6263 - kl_loss: 2.6768e-05


395/493 [=======================>......] - ETA: 2s - loss: 33.6610 - reconstruction_loss: 33.6269 - kl_loss: 2.6659e-05


398/493 [=======================>......] - ETA: 2s - loss: 33.6607 - reconstruction_loss: 33.6274 - kl_loss: 2.6537e-05


401/493 [=======================>......] - ETA: 2s - loss: 33.6605 - reconstruction_loss: 33.6251 - kl_loss: 2.6413e-05


404/493 [=======================>......] - ETA: 2s - loss: 33.6602 - reconstruction_loss: 33.6280 - kl_loss: 2.6285e-05


407/493 [=======================>......] - ETA: 2s - loss: 33.6600 - reconstruction_loss: 33.6301 - kl_loss: 2.6156e-05


410/493 [=======================>......] - ETA: 2s - loss: 33.6598 - reconstruction_loss: 33.6289 - kl_loss: 2.6025e-05


413/493 [========================>.....] - ETA: 1s - loss: 33.6595 - reconstruction_loss: 33.6271 - kl_loss: 2.5895e-05


416/493 [========================>.....] - ETA: 1s - loss: 33.6593 - reconstruction_loss: 33.6251 - kl_loss: 2.5769e-05


419/493 [========================>.....] - ETA: 1s - loss: 33.6590 - reconstruction_loss: 33.6251 - kl_loss: 2.5644e-05


422/493 [========================>.....] - ETA: 1s - loss: 33.6588 - reconstruction_loss: 33.6212 - kl_loss: 2.5514e-05


425/493 [========================>.....] - ETA: 1s - loss: 33.6585 - reconstruction_loss: 33.6253 - kl_loss: 2.5381e-05


428/493 [=========================>....] - ETA: 1s - loss: 33.6583 - reconstruction_loss: 33.6249 - kl_loss: 2.5249e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6581 - reconstruction_loss: 33.6244 - kl_loss: 2.5140e-05


434/493 [=========================>....] - ETA: 1s - loss: 33.6578 - reconstruction_loss: 33.6233 - kl_loss: 2.5059e-05


437/493 [=========================>....] - ETA: 1s - loss: 33.6576 - reconstruction_loss: 33.6207 - kl_loss: 2.5013e-05


440/493 [=========================>....] - ETA: 1s - loss: 33.6573 - reconstruction_loss: 33.6184 - kl_loss: 2.5003e-05


443/493 [=========================>....] - ETA: 1s - loss: 33.6571 - reconstruction_loss: 33.6222 - kl_loss: 2.5038e-05


445/493 [==========================>...] - ETA: 1s - loss: 33.6569 - reconstruction_loss: 33.6194 - kl_loss: 2.5105e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.6567 - reconstruction_loss: 33.6222 - kl_loss: 2.5279e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.6564 - reconstruction_loss: 33.6225 - kl_loss: 2.5502e-05


454/493 [==========================>...] - ETA: 0s - loss: 33.6562 - reconstruction_loss: 33.6266 - kl_loss: 2.5731e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.6560 - reconstruction_loss: 33.6234 - kl_loss: 2.5949e-05


460/493 [==========================>...] - ETA: 0s - loss: 33.6558 - reconstruction_loss: 33.6196 - kl_loss: 2.6149e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6556 - reconstruction_loss: 33.6211 - kl_loss: 2.6275e-05


464/493 [===========================>..] - ETA: 0s - loss: 33.6555 - reconstruction_loss: 33.6202 - kl_loss: 2.6409e-05


467/493 [===========================>..] - ETA: 0s - loss: 33.6553 - reconstruction_loss: 33.6182 - kl_loss: 2.6619e-05


470/493 [===========================>..] - ETA: 0s - loss: 33.6550 - reconstruction_loss: 33.6197 - kl_loss: 2.6816e-05


473/493 [===========================>..] - ETA: 0s - loss: 33.6548 - reconstruction_loss: 33.6202 - kl_loss: 2.7005e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6546 - reconstruction_loss: 33.6255 - kl_loss: 2.7164e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6544 - reconstruction_loss: 33.6316 - kl_loss: 2.7280e-05


481/493 [============================>.] - ETA: 0s - loss: 33.6544 - reconstruction_loss: 33.6307 - kl_loss: 2.7330e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6542 - reconstruction_loss: 33.6316 - kl_loss: 2.7367e-05


487/493 [============================>.] - ETA: 0s - loss: 33.6541 - reconstruction_loss: 33.6326 - kl_loss: 2.7356e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6540 - reconstruction_loss: 33.6349 - kl_loss: 2.7302e-05


493/493 [==============================] - ETA: 0s - loss: 33.6537 - reconstruction_loss: 33.5795 - kl_loss: 2.7215e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6536 - reconstruction_loss: 33.5795 - kl_loss: 2.7215e-05

Epoch 18/30

  1/493 [..............................] - ETA: 12s - loss: 33.3063 - reconstruction_loss: 33.3063 - kl_loss: 9.9540e-06


  4/493 [..............................] - ETA: 11s - loss: 33.3856 - reconstruction_loss: 33.6246 - kl_loss: 8.5682e-06


  7/493 [..............................] - ETA: 11s - loss: 33.5251 - reconstruction_loss: 33.7493 - kl_loss: 7.6038e-06


 10/493 [..............................] - ETA: 11s - loss: 33.4827 - reconstruction_loss: 33.2489 - kl_loss: 6.8635e-06


 13/493 [..............................] - ETA: 11s - loss: 33.4161 - reconstruction_loss: 33.1798 - kl_loss: 6.8339e-06


 16/493 [..............................] - ETA: 11s - loss: 33.3829 - reconstruction_loss: 33.2653 - kl_loss: 7.1451e-06


 18/493 [>.............................] - ETA: 11s - loss: 33.3780 - reconstruction_loss: 33.3791 - kl_loss: 7.2784e-06


 21/493 [>.............................] - ETA: 11s - loss: 33.3788 - reconstruction_loss: 33.3978 - kl_loss: 7.4265e-06


 24/493 [>.............................] - ETA: 11s - loss: 33.3780 - reconstruction_loss: 33.3566 - kl_loss: 7.8467e-06


 27/493 [>.............................] - ETA: 11s - loss: 33.3744 - reconstruction_loss: 33.3427 - kl_loss: 9.1868e-06


 30/493 [>.............................] - ETA: 10s - loss: 33.3746 - reconstruction_loss: 33.3821 - kl_loss: 1.1030e-05


 33/493 [=>............................] - ETA: 10s - loss: 33.3771 - reconstruction_loss: 33.3903 - kl_loss: 1.2617e-05


 36/493 [=>............................] - ETA: 10s - loss: 33.3814 - reconstruction_loss: 33.4410 - kl_loss: 1.4286e-05


 38/493 [=>............................] - ETA: 10s - loss: 33.3856 - reconstruction_loss: 33.4653 - kl_loss: 1.5536e-05


 41/493 [=>............................] - ETA: 10s - loss: 33.3922 - reconstruction_loss: 33.4727 - kl_loss: 1.7359e-05


 44/493 [=>............................] - ETA: 10s - loss: 33.3984 - reconstruction_loss: 33.4780 - kl_loss: 1.8882e-05


 47/493 [=>............................] - ETA: 10s - loss: 33.4033 - reconstruction_loss: 33.4706 - kl_loss: 1.9907e-05


 50/493 [==>...........................] - ETA: 10s - loss: 33.4069 - reconstruction_loss: 33.4679 - kl_loss: 2.0561e-05


 53/493 [==>...........................] - ETA: 10s - loss: 33.4119 - reconstruction_loss: 33.4972 - kl_loss: 2.1196e-05


 56/493 [==>...........................] - ETA: 10s - loss: 33.4183 - reconstruction_loss: 33.5525 - kl_loss: 2.2208e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.4240 - reconstruction_loss: 33.5121 - kl_loss: 2.3641e-05


 62/493 [==>...........................] - ETA: 10s - loss: 33.4290 - reconstruction_loss: 33.5407 - kl_loss: 2.4834e-05


 65/493 [==>...........................] - ETA: 10s - loss: 33.4343 - reconstruction_loss: 33.5517 - kl_loss: 2.5752e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.4390 - reconstruction_loss: 33.5382 - kl_loss: 2.6500e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.4440 - reconstruction_loss: 33.5703 - kl_loss: 2.7030e-05


 74/493 [===>..........................] - ETA: 9s - loss: 33.4499 - reconstruction_loss: 33.5904 - kl_loss: 2.7343e-05 


 77/493 [===>..........................] - ETA: 9s - loss: 33.4554 - reconstruction_loss: 33.5913 - kl_loss: 2.7424e-05


 80/493 [===>..........................] - ETA: 9s - loss: 33.4605 - reconstruction_loss: 33.5962 - kl_loss: 2.7230e-05


 83/493 [====>.........................] - ETA: 9s - loss: 33.4652 - reconstruction_loss: 33.5903 - kl_loss: 2.6875e-05


 85/493 [====>.........................] - ETA: 9s - loss: 33.4682 - reconstruction_loss: 33.6000 - kl_loss: 2.6559e-05


 88/493 [====>.........................] - ETA: 9s - loss: 33.4731 - reconstruction_loss: 33.6182 - kl_loss: 2.6076e-05


 91/493 [====>.........................] - ETA: 9s - loss: 33.4776 - reconstruction_loss: 33.6127 - kl_loss: 2.5614e-05


 94/493 [====>.........................] - ETA: 9s - loss: 33.4826 - reconstruction_loss: 33.6289 - kl_loss: 2.5194e-05


 97/493 [====>.........................] - ETA: 9s - loss: 33.4872 - reconstruction_loss: 33.6400 - kl_loss: 2.4813e-05


100/493 [=====>........................] - ETA: 9s - loss: 33.4921 - reconstruction_loss: 33.6585 - kl_loss: 2.4460e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.4969 - reconstruction_loss: 33.6549 - kl_loss: 2.4149e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.5013 - reconstruction_loss: 33.6570 - kl_loss: 2.3883e-05


109/493 [=====>........................] - ETA: 9s - loss: 33.5056 - reconstruction_loss: 33.6510 - kl_loss: 2.3635e-05


112/493 [=====>........................] - ETA: 9s - loss: 33.5092 - reconstruction_loss: 33.6415 - kl_loss: 2.3362e-05


115/493 [=====>........................] - ETA: 9s - loss: 33.5127 - reconstruction_loss: 33.6484 - kl_loss: 2.3087e-05


118/493 [======>.......................] - ETA: 8s - loss: 33.5163 - reconstruction_loss: 33.6653 - kl_loss: 2.2796e-05


121/493 [======>.......................] - ETA: 8s - loss: 33.5199 - reconstruction_loss: 33.6615 - kl_loss: 2.2508e-05


123/493 [======>.......................] - ETA: 8s - loss: 33.5224 - reconstruction_loss: 33.6785 - kl_loss: 2.2324e-05


126/493 [======>.......................] - ETA: 8s - loss: 33.5265 - reconstruction_loss: 33.6934 - kl_loss: 2.2067e-05


129/493 [======>.......................] - ETA: 8s - loss: 33.5301 - reconstruction_loss: 33.6830 - kl_loss: 2.1846e-05


132/493 [=======>......................] - ETA: 8s - loss: 33.5337 - reconstruction_loss: 33.6893 - kl_loss: 2.1649e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.5370 - reconstruction_loss: 33.6825 - kl_loss: 2.1466e-05


138/493 [=======>......................] - ETA: 8s - loss: 33.5403 - reconstruction_loss: 33.6906 - kl_loss: 2.1324e-05


141/493 [=======>......................] - ETA: 8s - loss: 33.5435 - reconstruction_loss: 33.6891 - kl_loss: 2.1225e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.5464 - reconstruction_loss: 33.6841 - kl_loss: 2.1144e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.5491 - reconstruction_loss: 33.6789 - kl_loss: 2.1073e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.5517 - reconstruction_loss: 33.6755 - kl_loss: 2.1031e-05


153/493 [========>.....................] - ETA: 8s - loss: 33.5541 - reconstruction_loss: 33.6683 - kl_loss: 2.1030e-05


156/493 [========>.....................] - ETA: 8s - loss: 33.5562 - reconstruction_loss: 33.6623 - kl_loss: 2.1022e-05


159/493 [========>.....................] - ETA: 7s - loss: 33.5581 - reconstruction_loss: 33.6597 - kl_loss: 2.0991e-05


162/493 [========>.....................] - ETA: 7s - loss: 33.5598 - reconstruction_loss: 33.6506 - kl_loss: 2.0938e-05


165/493 [=========>....................] - ETA: 7s - loss: 33.5615 - reconstruction_loss: 33.6588 - kl_loss: 2.0890e-05


168/493 [=========>....................] - ETA: 7s - loss: 33.5630 - reconstruction_loss: 33.6441 - kl_loss: 2.0868e-05


171/493 [=========>....................] - ETA: 7s - loss: 33.5645 - reconstruction_loss: 33.6439 - kl_loss: 2.0853e-05


174/493 [=========>....................] - ETA: 7s - loss: 33.5659 - reconstruction_loss: 33.6524 - kl_loss: 2.0837e-05


177/493 [=========>....................] - ETA: 7s - loss: 33.5674 - reconstruction_loss: 33.6540 - kl_loss: 2.0810e-05


180/493 [=========>....................] - ETA: 7s - loss: 33.5689 - reconstruction_loss: 33.6576 - kl_loss: 2.0765e-05


183/493 [==========>...................] - ETA: 7s - loss: 33.5703 - reconstruction_loss: 33.6540 - kl_loss: 2.0703e-05


186/493 [==========>...................] - ETA: 7s - loss: 33.5717 - reconstruction_loss: 33.6564 - kl_loss: 2.0623e-05


189/493 [==========>...................] - ETA: 7s - loss: 33.5730 - reconstruction_loss: 33.6547 - kl_loss: 2.0510e-05


192/493 [==========>...................] - ETA: 7s - loss: 33.5742 - reconstruction_loss: 33.6488 - kl_loss: 2.0393e-05


195/493 [==========>...................] - ETA: 7s - loss: 33.5754 - reconstruction_loss: 33.6528 - kl_loss: 2.0319e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.5766 - reconstruction_loss: 33.6501 - kl_loss: 2.0320e-05


201/493 [===========>..................] - ETA: 6s - loss: 33.5776 - reconstruction_loss: 33.6449 - kl_loss: 2.0355e-05


204/493 [===========>..................] - ETA: 6s - loss: 33.5787 - reconstruction_loss: 33.6512 - kl_loss: 2.0397e-05


207/493 [===========>..................] - ETA: 6s - loss: 33.5797 - reconstruction_loss: 33.6531 - kl_loss: 2.0414e-05


209/493 [===========>..................] - ETA: 6s - loss: 33.5804 - reconstruction_loss: 33.6528 - kl_loss: 2.0402e-05


212/493 [===========>..................] - ETA: 6s - loss: 33.5814 - reconstruction_loss: 33.6475 - kl_loss: 2.0369e-05


215/493 [============>.................] - ETA: 6s - loss: 33.5823 - reconstruction_loss: 33.6423 - kl_loss: 2.0326e-05


218/493 [============>.................] - ETA: 6s - loss: 33.5831 - reconstruction_loss: 33.6411 - kl_loss: 2.0258e-05


221/493 [============>.................] - ETA: 6s - loss: 33.5840 - reconstruction_loss: 33.6449 - kl_loss: 2.0175e-05


224/493 [============>.................] - ETA: 6s - loss: 33.5847 - reconstruction_loss: 33.6396 - kl_loss: 2.0068e-05


226/493 [============>.................] - ETA: 6s - loss: 33.5852 - reconstruction_loss: 33.6437 - kl_loss: 1.9976e-05


228/493 [============>.................] - ETA: 6s - loss: 33.5858 - reconstruction_loss: 33.6428 - kl_loss: 1.9878e-05


231/493 [=============>................] - ETA: 6s - loss: 33.5864 - reconstruction_loss: 33.6352 - kl_loss: 1.9736e-05


233/493 [=============>................] - ETA: 6s - loss: 33.5868 - reconstruction_loss: 33.6323 - kl_loss: 1.9653e-05


236/493 [=============>................] - ETA: 6s - loss: 33.5874 - reconstruction_loss: 33.6301 - kl_loss: 1.9535e-05


239/493 [=============>................] - ETA: 6s - loss: 33.5880 - reconstruction_loss: 33.6329 - kl_loss: 1.9430e-05


242/493 [=============>................] - ETA: 5s - loss: 33.5884 - reconstruction_loss: 33.6202 - kl_loss: 1.9376e-05


245/493 [=============>................] - ETA: 5s - loss: 33.5889 - reconstruction_loss: 33.6313 - kl_loss: 1.9385e-05


248/493 [==============>...............] - ETA: 5s - loss: 33.5894 - reconstruction_loss: 33.6382 - kl_loss: 1.9442e-05


251/493 [==============>...............] - ETA: 5s - loss: 33.5900 - reconstruction_loss: 33.6421 - kl_loss: 1.9514e-05


254/493 [==============>...............] - ETA: 5s - loss: 33.5906 - reconstruction_loss: 33.6382 - kl_loss: 1.9568e-05


257/493 [==============>...............] - ETA: 5s - loss: 33.5912 - reconstruction_loss: 33.6436 - kl_loss: 1.9582e-05


259/493 [==============>...............] - ETA: 5s - loss: 33.5917 - reconstruction_loss: 33.6436 - kl_loss: 1.9582e-05


262/493 [==============>...............] - ETA: 5s - loss: 33.5923 - reconstruction_loss: 33.6469 - kl_loss: 1.9609e-05


265/493 [===============>..............] - ETA: 5s - loss: 33.5929 - reconstruction_loss: 33.6470 - kl_loss: 1.9688e-05


268/493 [===============>..............] - ETA: 5s - loss: 33.5935 - reconstruction_loss: 33.6459 - kl_loss: 1.9773e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.5941 - reconstruction_loss: 33.6483 - kl_loss: 1.9820e-05


274/493 [===============>..............] - ETA: 5s - loss: 33.5946 - reconstruction_loss: 33.6390 - kl_loss: 1.9837e-05


277/493 [===============>..............] - ETA: 5s - loss: 33.5951 - reconstruction_loss: 33.6452 - kl_loss: 1.9815e-05


279/493 [===============>..............] - ETA: 5s - loss: 33.5955 - reconstruction_loss: 33.6493 - kl_loss: 1.9794e-05


280/493 [================>.............] - ETA: 5s - loss: 33.5957 - reconstruction_loss: 33.6527 - kl_loss: 1.9786e-05


281/493 [================>.............] - ETA: 5s - loss: 33.5959 - reconstruction_loss: 33.6526 - kl_loss: 1.9778e-05


283/493 [================>.............] - ETA: 5s - loss: 33.5963 - reconstruction_loss: 33.6519 - kl_loss: 1.9770e-05


284/493 [================>.............] - ETA: 5s - loss: 33.5965 - reconstruction_loss: 33.6491 - kl_loss: 1.9765e-05


286/493 [================>.............] - ETA: 5s - loss: 33.5969 - reconstruction_loss: 33.6463 - kl_loss: 1.9744e-05


288/493 [================>.............] - ETA: 5s - loss: 33.5972 - reconstruction_loss: 33.6486 - kl_loss: 1.9711e-05


290/493 [================>.............] - ETA: 5s - loss: 33.5976 - reconstruction_loss: 33.6525 - kl_loss: 1.9684e-05


293/493 [================>.............] - ETA: 4s - loss: 33.5982 - reconstruction_loss: 33.6489 - kl_loss: 1.9684e-05


295/493 [================>.............] - ETA: 4s - loss: 33.5985 - reconstruction_loss: 33.6521 - kl_loss: 1.9710e-05


298/493 [=================>............] - ETA: 4s - loss: 33.5991 - reconstruction_loss: 33.6501 - kl_loss: 1.9794e-05


301/493 [=================>............] - ETA: 4s - loss: 33.5996 - reconstruction_loss: 33.6520 - kl_loss: 1.9889e-05


304/493 [=================>............] - ETA: 4s - loss: 33.6001 - reconstruction_loss: 33.6540 - kl_loss: 1.9964e-05


307/493 [=================>............] - ETA: 4s - loss: 33.6006 - reconstruction_loss: 33.6539 - kl_loss: 2.0025e-05


310/493 [=================>............] - ETA: 4s - loss: 33.6011 - reconstruction_loss: 33.6512 - kl_loss: 2.0070e-05


313/493 [==================>...........] - ETA: 4s - loss: 33.6016 - reconstruction_loss: 33.6542 - kl_loss: 2.0087e-05


316/493 [==================>...........] - ETA: 4s - loss: 33.6021 - reconstruction_loss: 33.6527 - kl_loss: 2.0090e-05


319/493 [==================>...........] - ETA: 4s - loss: 33.6026 - reconstruction_loss: 33.6522 - kl_loss: 2.0089e-05


322/493 [==================>...........] - ETA: 4s - loss: 33.6031 - reconstruction_loss: 33.6525 - kl_loss: 2.0108e-05


325/493 [==================>...........] - ETA: 4s - loss: 33.6035 - reconstruction_loss: 33.6482 - kl_loss: 2.0172e-05


328/493 [==================>...........] - ETA: 4s - loss: 33.6039 - reconstruction_loss: 33.6442 - kl_loss: 2.0326e-05


331/493 [===================>..........] - ETA: 4s - loss: 33.6042 - reconstruction_loss: 33.6438 - kl_loss: 2.0547e-05


334/493 [===================>..........] - ETA: 3s - loss: 33.6046 - reconstruction_loss: 33.6416 - kl_loss: 2.0787e-05


337/493 [===================>..........] - ETA: 3s - loss: 33.6049 - reconstruction_loss: 33.6360 - kl_loss: 2.1024e-05


340/493 [===================>..........] - ETA: 3s - loss: 33.6051 - reconstruction_loss: 33.6362 - kl_loss: 2.1239e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.6054 - reconstruction_loss: 33.6319 - kl_loss: 2.1417e-05


345/493 [===================>..........] - ETA: 3s - loss: 33.6055 - reconstruction_loss: 33.6342 - kl_loss: 2.1519e-05


348/493 [====================>.........] - ETA: 3s - loss: 33.6058 - reconstruction_loss: 33.6314 - kl_loss: 2.1641e-05


350/493 [====================>.........] - ETA: 3s - loss: 33.6059 - reconstruction_loss: 33.6297 - kl_loss: 2.1705e-05


352/493 [====================>.........] - ETA: 3s - loss: 33.6060 - reconstruction_loss: 33.6292 - kl_loss: 2.1762e-05


354/493 [====================>.........] - ETA: 3s - loss: 33.6062 - reconstruction_loss: 33.6283 - kl_loss: 2.1811e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.6063 - reconstruction_loss: 33.6314 - kl_loss: 2.1851e-05


359/493 [====================>.........] - ETA: 3s - loss: 33.6065 - reconstruction_loss: 33.6346 - kl_loss: 2.1906e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.6068 - reconstruction_loss: 33.6373 - kl_loss: 2.1966e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.6069 - reconstruction_loss: 33.6388 - kl_loss: 2.1995e-05


366/493 [=====================>........] - ETA: 3s - loss: 33.6071 - reconstruction_loss: 33.6354 - kl_loss: 2.2016e-05


368/493 [=====================>........] - ETA: 3s - loss: 33.6073 - reconstruction_loss: 33.6345 - kl_loss: 2.2030e-05


371/493 [=====================>........] - ETA: 3s - loss: 33.6075 - reconstruction_loss: 33.6317 - kl_loss: 2.2035e-05


373/493 [=====================>........] - ETA: 2s - loss: 33.6076 - reconstruction_loss: 33.6301 - kl_loss: 2.2029e-05


375/493 [=====================>........] - ETA: 2s - loss: 33.6077 - reconstruction_loss: 33.6278 - kl_loss: 2.2018e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.6078 - reconstruction_loss: 33.6266 - kl_loss: 2.2002e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.6080 - reconstruction_loss: 33.6254 - kl_loss: 2.1987e-05


383/493 [======================>.......] - ETA: 2s - loss: 33.6081 - reconstruction_loss: 33.6280 - kl_loss: 2.1965e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.6082 - reconstruction_loss: 33.6261 - kl_loss: 2.1920e-05


389/493 [======================>.......] - ETA: 2s - loss: 33.6084 - reconstruction_loss: 33.6260 - kl_loss: 2.1858e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6085 - reconstruction_loss: 33.6314 - kl_loss: 2.1782e-05


395/493 [=======================>......] - ETA: 2s - loss: 33.6087 - reconstruction_loss: 33.6275 - kl_loss: 2.1714e-05


398/493 [=======================>......] - ETA: 2s - loss: 33.6088 - reconstruction_loss: 33.6256 - kl_loss: 2.1674e-05


401/493 [=======================>......] - ETA: 2s - loss: 33.6089 - reconstruction_loss: 33.6227 - kl_loss: 2.1642e-05


404/493 [=======================>......] - ETA: 2s - loss: 33.6090 - reconstruction_loss: 33.6234 - kl_loss: 2.1596e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6091 - reconstruction_loss: 33.6221 - kl_loss: 2.1561e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6092 - reconstruction_loss: 33.6231 - kl_loss: 2.1529e-05


410/493 [=======================>......] - ETA: 2s - loss: 33.6092 - reconstruction_loss: 33.6219 - kl_loss: 2.1496e-05


413/493 [========================>.....] - ETA: 1s - loss: 33.6093 - reconstruction_loss: 33.6242 - kl_loss: 2.1438e-05


416/493 [========================>.....] - ETA: 1s - loss: 33.6094 - reconstruction_loss: 33.6232 - kl_loss: 2.1377e-05


419/493 [========================>.....] - ETA: 1s - loss: 33.6096 - reconstruction_loss: 33.6296 - kl_loss: 2.1361e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6097 - reconstruction_loss: 33.6314 - kl_loss: 2.1391e-05


424/493 [========================>.....] - ETA: 1s - loss: 33.6098 - reconstruction_loss: 33.6304 - kl_loss: 2.1497e-05


427/493 [========================>.....] - ETA: 1s - loss: 33.6100 - reconstruction_loss: 33.6255 - kl_loss: 2.1655e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6100 - reconstruction_loss: 33.6248 - kl_loss: 2.1776e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6101 - reconstruction_loss: 33.6246 - kl_loss: 2.1912e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6102 - reconstruction_loss: 33.6244 - kl_loss: 2.2075e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6102 - reconstruction_loss: 33.6264 - kl_loss: 2.2262e-05


437/493 [=========================>....] - ETA: 1s - loss: 33.6103 - reconstruction_loss: 33.6285 - kl_loss: 2.2473e-05


439/493 [=========================>....] - ETA: 1s - loss: 33.6104 - reconstruction_loss: 33.6296 - kl_loss: 2.2696e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6105 - reconstruction_loss: 33.6291 - kl_loss: 2.2923e-05


443/493 [=========================>....] - ETA: 1s - loss: 33.6106 - reconstruction_loss: 33.6308 - kl_loss: 2.3139e-05


446/493 [==========================>...] - ETA: 1s - loss: 33.6107 - reconstruction_loss: 33.6291 - kl_loss: 2.3417e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.6108 - reconstruction_loss: 33.6285 - kl_loss: 2.3562e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6109 - reconstruction_loss: 33.6306 - kl_loss: 2.3671e-05


452/493 [==========================>...] - ETA: 1s - loss: 33.6110 - reconstruction_loss: 33.6310 - kl_loss: 2.3752e-05


454/493 [==========================>...] - ETA: 0s - loss: 33.6111 - reconstruction_loss: 33.6347 - kl_loss: 2.3810e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6112 - reconstruction_loss: 33.6330 - kl_loss: 2.3844e-05


458/493 [==========================>...] - ETA: 0s - loss: 33.6112 - reconstruction_loss: 33.6326 - kl_loss: 2.3846e-05


461/493 [===========================>..] - ETA: 0s - loss: 33.6114 - reconstruction_loss: 33.6360 - kl_loss: 2.3799e-05


463/493 [===========================>..] - ETA: 0s - loss: 33.6115 - reconstruction_loss: 33.6377 - kl_loss: 2.3748e-05


466/493 [===========================>..] - ETA: 0s - loss: 33.6117 - reconstruction_loss: 33.6393 - kl_loss: 2.3652e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6118 - reconstruction_loss: 33.6412 - kl_loss: 2.3581e-05


470/493 [===========================>..] - ETA: 0s - loss: 33.6119 - reconstruction_loss: 33.6393 - kl_loss: 2.3508e-05


472/493 [===========================>..] - ETA: 0s - loss: 33.6120 - reconstruction_loss: 33.6399 - kl_loss: 2.3440e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6122 - reconstruction_loss: 33.6411 - kl_loss: 2.3378e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6123 - reconstruction_loss: 33.6433 - kl_loss: 2.3327e-05


478/493 [============================>.] - ETA: 0s - loss: 33.6124 - reconstruction_loss: 33.6405 - kl_loss: 2.3290e-05


480/493 [============================>.] - ETA: 0s - loss: 33.6125 - reconstruction_loss: 33.6418 - kl_loss: 2.3279e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6127 - reconstruction_loss: 33.6416 - kl_loss: 2.3300e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6128 - reconstruction_loss: 33.6402 - kl_loss: 2.3363e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6129 - reconstruction_loss: 33.6369 - kl_loss: 2.3467e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6130 - reconstruction_loss: 33.6335 - kl_loss: 2.3606e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6131 - reconstruction_loss: 33.6361 - kl_loss: 2.3760e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6131 - reconstruction_loss: 33.6343 - kl_loss: 2.3907e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6130 - reconstruction_loss: 33.5788 - kl_loss: 2.3973e-05

Epoch 19/30

  1/493 [..............................] - ETA: 12s - loss: 33.4553 - reconstruction_loss: 33.4552 - kl_loss: 5.3585e-05


  3/493 [..............................] - ETA: 12s - loss: 34.0099 - reconstruction_loss: 34.2059 - kl_loss: 5.1419e-05


  6/493 [..............................] - ETA: 12s - loss: 33.9774 - reconstruction_loss: 33.8250 - kl_loss: 4.9368e-05


  8/493 [..............................] - ETA: 12s - loss: 33.9321 - reconstruction_loss: 33.8360 - kl_loss: 4.7941e-05


 10/493 [..............................] - ETA: 12s - loss: 33.9108 - reconstruction_loss: 33.8028 - kl_loss: 4.6635e-05


 13/493 [..............................] - ETA: 11s - loss: 33.8753 - reconstruction_loss: 33.7579 - kl_loss: 4.4951e-05


 15/493 [..............................] - ETA: 12s - loss: 33.8510 - reconstruction_loss: 33.6727 - kl_loss: 4.4127e-05


 17/493 [>.............................] - ETA: 12s - loss: 33.8372 - reconstruction_loss: 33.7627 - kl_loss: 4.3445e-05


 19/493 [>.............................] - ETA: 12s - loss: 33.8218 - reconstruction_loss: 33.6620 - kl_loss: 4.3005e-05


 20/493 [>.............................] - ETA: 13s - loss: 33.8116 - reconstruction_loss: 33.6164 - kl_loss: 4.2763e-05


 21/493 [>.............................] - ETA: 14s - loss: 33.8021 - reconstruction_loss: 33.6123 - kl_loss: 4.2463e-05


 22/493 [>.............................] - ETA: 15s - loss: 33.7936 - reconstruction_loss: 33.6154 - kl_loss: 4.2097e-05


 24/493 [>.............................] - ETA: 15s - loss: 33.7791 - reconstruction_loss: 33.6200 - kl_loss: 4.1202e-05


 26/493 [>.............................] - ETA: 16s - loss: 33.7683 - reconstruction_loss: 33.6517 - kl_loss: 4.0096e-05


 29/493 [>.............................] - ETA: 15s - loss: 33.7568 - reconstruction_loss: 33.6732 - kl_loss: 3.8266e-05


 31/493 [>.............................] - ETA: 15s - loss: 33.7543 - reconstruction_loss: 33.7369 - kl_loss: 3.7004e-05


 33/493 [=>............................] - ETA: 14s - loss: 33.7515 - reconstruction_loss: 33.7039 - kl_loss: 3.5766e-05


 35/493 [=>............................] - ETA: 14s - loss: 33.7487 - reconstruction_loss: 33.7100 - kl_loss: 3.4556e-05


 37/493 [=>............................] - ETA: 14s - loss: 33.7445 - reconstruction_loss: 33.6652 - kl_loss: 3.3439e-05


 39/493 [=>............................] - ETA: 14s - loss: 33.7405 - reconstruction_loss: 33.6707 - kl_loss: 3.2466e-05


 41/493 [=>............................] - ETA: 14s - loss: 33.7366 - reconstruction_loss: 33.6448 - kl_loss: 3.1697e-05


 43/493 [=>............................] - ETA: 13s - loss: 33.7328 - reconstruction_loss: 33.6545 - kl_loss: 3.1109e-05


 45/493 [=>............................] - ETA: 13s - loss: 33.7289 - reconstruction_loss: 33.6469 - kl_loss: 3.0688e-05


 47/493 [=>............................] - ETA: 13s - loss: 33.7246 - reconstruction_loss: 33.6357 - kl_loss: 3.0402e-05


 49/493 [=>............................] - ETA: 13s - loss: 33.7207 - reconstruction_loss: 33.6239 - kl_loss: 3.0219e-05


 51/493 [==>...........................] - ETA: 13s - loss: 33.7177 - reconstruction_loss: 33.6470 - kl_loss: 3.0076e-05


 53/493 [==>...........................] - ETA: 13s - loss: 33.7156 - reconstruction_loss: 33.6628 - kl_loss: 2.9925e-05


 56/493 [==>...........................] - ETA: 12s - loss: 33.7127 - reconstruction_loss: 33.6592 - kl_loss: 2.9649e-05


 59/493 [==>...........................] - ETA: 12s - loss: 33.7092 - reconstruction_loss: 33.6372 - kl_loss: 2.9217e-05


 61/493 [==>...........................] - ETA: 12s - loss: 33.7059 - reconstruction_loss: 33.5993 - kl_loss: 2.8876e-05


 63/493 [==>...........................] - ETA: 12s - loss: 33.7031 - reconstruction_loss: 33.6152 - kl_loss: 2.8563e-05


 65/493 [==>...........................] - ETA: 12s - loss: 33.6997 - reconstruction_loss: 33.5771 - kl_loss: 2.8360e-05


 67/493 [===>..........................] - ETA: 12s - loss: 33.6964 - reconstruction_loss: 33.5946 - kl_loss: 2.8306e-05


 69/493 [===>..........................] - ETA: 12s - loss: 33.6928 - reconstruction_loss: 33.5654 - kl_loss: 2.8432e-05


 71/493 [===>..........................] - ETA: 12s - loss: 33.6891 - reconstruction_loss: 33.5589 - kl_loss: 2.8732e-05


 73/493 [===>..........................] - ETA: 12s - loss: 33.6861 - reconstruction_loss: 33.5838 - kl_loss: 2.9174e-05


 75/493 [===>..........................] - ETA: 12s - loss: 33.6834 - reconstruction_loss: 33.5785 - kl_loss: 2.9740e-05


 77/493 [===>..........................] - ETA: 11s - loss: 33.6810 - reconstruction_loss: 33.5906 - kl_loss: 3.0304e-05


 79/493 [===>..........................] - ETA: 11s - loss: 33.6787 - reconstruction_loss: 33.5892 - kl_loss: 3.0810e-05


 81/493 [===>..........................] - ETA: 11s - loss: 33.6767 - reconstruction_loss: 33.5972 - kl_loss: 3.1236e-05


 83/493 [====>.........................] - ETA: 11s - loss: 33.6750 - reconstruction_loss: 33.6022 - kl_loss: 3.1559e-05


 85/493 [====>.........................] - ETA: 11s - loss: 33.6740 - reconstruction_loss: 33.6391 - kl_loss: 3.1794e-05


 87/493 [====>.........................] - ETA: 11s - loss: 33.6731 - reconstruction_loss: 33.6348 - kl_loss: 3.2000e-05


 89/493 [====>.........................] - ETA: 11s - loss: 33.6721 - reconstruction_loss: 33.6232 - kl_loss: 3.2124e-05


 91/493 [====>.........................] - ETA: 11s - loss: 33.6709 - reconstruction_loss: 33.6166 - kl_loss: 3.2137e-05


 93/493 [====>.........................] - ETA: 11s - loss: 33.6700 - reconstruction_loss: 33.6319 - kl_loss: 3.2061e-05


 95/493 [====>.........................] - ETA: 11s - loss: 33.6689 - reconstruction_loss: 33.6149 - kl_loss: 3.1963e-05


 97/493 [====>.........................] - ETA: 11s - loss: 33.6680 - reconstruction_loss: 33.6274 - kl_loss: 3.1853e-05


 99/493 [=====>........................] - ETA: 11s - loss: 33.6672 - reconstruction_loss: 33.6227 - kl_loss: 3.1755e-05


101/493 [=====>........................] - ETA: 11s - loss: 33.6661 - reconstruction_loss: 33.6089 - kl_loss: 3.1688e-05


103/493 [=====>........................] - ETA: 11s - loss: 33.6651 - reconstruction_loss: 33.6194 - kl_loss: 3.1613e-05


105/493 [=====>........................] - ETA: 11s - loss: 33.6644 - reconstruction_loss: 33.6282 - kl_loss: 3.1526e-05


107/493 [=====>........................] - ETA: 11s - loss: 33.6639 - reconstruction_loss: 33.6470 - kl_loss: 3.1411e-05


108/493 [=====>........................] - ETA: 11s - loss: 33.6638 - reconstruction_loss: 33.6465 - kl_loss: 3.1338e-05


109/493 [=====>........................] - ETA: 11s - loss: 33.6637 - reconstruction_loss: 33.6594 - kl_loss: 3.1260e-05


110/493 [=====>........................] - ETA: 11s - loss: 33.6637 - reconstruction_loss: 33.6550 - kl_loss: 3.1181e-05


112/493 [=====>........................] - ETA: 11s - loss: 33.6636 - reconstruction_loss: 33.6642 - kl_loss: 3.1019e-05


114/493 [=====>........................] - ETA: 11s - loss: 33.6636 - reconstruction_loss: 33.6593 - kl_loss: 3.0860e-05


116/493 [======>.......................] - ETA: 11s - loss: 33.6635 - reconstruction_loss: 33.6609 - kl_loss: 3.0713e-05


118/493 [======>.......................] - ETA: 11s - loss: 33.6636 - reconstruction_loss: 33.6741 - kl_loss: 3.0589e-05


120/493 [======>.......................] - ETA: 11s - loss: 33.6639 - reconstruction_loss: 33.6774 - kl_loss: 3.0486e-05


122/493 [======>.......................] - ETA: 11s - loss: 33.6641 - reconstruction_loss: 33.6755 - kl_loss: 3.0406e-05


124/493 [======>.......................] - ETA: 11s - loss: 33.6641 - reconstruction_loss: 33.6688 - kl_loss: 3.0340e-05


126/493 [======>.......................] - ETA: 11s - loss: 33.6643 - reconstruction_loss: 33.6772 - kl_loss: 3.0287e-05


128/493 [======>.......................] - ETA: 11s - loss: 33.6646 - reconstruction_loss: 33.6820 - kl_loss: 3.0231e-05


130/493 [======>.......................] - ETA: 11s - loss: 33.6648 - reconstruction_loss: 33.6789 - kl_loss: 3.0160e-05


132/493 [=======>......................] - ETA: 11s - loss: 33.6650 - reconstruction_loss: 33.6782 - kl_loss: 3.0076e-05


134/493 [=======>......................] - ETA: 11s - loss: 33.6650 - reconstruction_loss: 33.6621 - kl_loss: 2.9990e-05


136/493 [=======>......................] - ETA: 11s - loss: 33.6649 - reconstruction_loss: 33.6565 - kl_loss: 2.9901e-05


137/493 [=======>......................] - ETA: 11s - loss: 33.6649 - reconstruction_loss: 33.6646 - kl_loss: 2.9855e-05


139/493 [=======>......................] - ETA: 11s - loss: 33.6649 - reconstruction_loss: 33.6669 - kl_loss: 2.9751e-05


141/493 [=======>......................] - ETA: 11s - loss: 33.6648 - reconstruction_loss: 33.6612 - kl_loss: 2.9635e-05


143/493 [=======>......................] - ETA: 11s - loss: 33.6648 - reconstruction_loss: 33.6634 - kl_loss: 2.9514e-05


145/493 [=======>......................] - ETA: 10s - loss: 33.6647 - reconstruction_loss: 33.6586 - kl_loss: 2.9383e-05


147/493 [=======>......................] - ETA: 10s - loss: 33.6646 - reconstruction_loss: 33.6543 - kl_loss: 2.9233e-05


149/493 [========>.....................] - ETA: 10s - loss: 33.6645 - reconstruction_loss: 33.6652 - kl_loss: 2.9060e-05


152/493 [========>.....................] - ETA: 10s - loss: 33.6648 - reconstruction_loss: 33.6754 - kl_loss: 2.8808e-05


154/493 [========>.....................] - ETA: 10s - loss: 33.6649 - reconstruction_loss: 33.6744 - kl_loss: 2.8671e-05


156/493 [========>.....................] - ETA: 10s - loss: 33.6651 - reconstruction_loss: 33.6795 - kl_loss: 2.8560e-05


158/493 [========>.....................] - ETA: 10s - loss: 33.6652 - reconstruction_loss: 33.6774 - kl_loss: 2.8468e-05


160/493 [========>.....................] - ETA: 10s - loss: 33.6655 - reconstruction_loss: 33.6799 - kl_loss: 2.8367e-05


162/493 [========>.....................] - ETA: 10s - loss: 33.6656 - reconstruction_loss: 33.6776 - kl_loss: 2.8254e-05


164/493 [========>.....................] - ETA: 10s - loss: 33.6658 - reconstruction_loss: 33.6795 - kl_loss: 2.8140e-05


167/493 [=========>....................] - ETA: 10s - loss: 33.6659 - reconstruction_loss: 33.6662 - kl_loss: 2.7965e-05


170/493 [=========>....................] - ETA: 9s - loss: 33.6659 - reconstruction_loss: 33.6693 - kl_loss: 2.7769e-05 


172/493 [=========>....................] - ETA: 9s - loss: 33.6659 - reconstruction_loss: 33.6685 - kl_loss: 2.7641e-05


174/493 [=========>....................] - ETA: 9s - loss: 33.6659 - reconstruction_loss: 33.6703 - kl_loss: 2.7523e-05


176/493 [=========>....................] - ETA: 9s - loss: 33.6659 - reconstruction_loss: 33.6671 - kl_loss: 2.7420e-05


178/493 [=========>....................] - ETA: 9s - loss: 33.6660 - reconstruction_loss: 33.6680 - kl_loss: 2.7333e-05


180/493 [=========>....................] - ETA: 9s - loss: 33.6661 - reconstruction_loss: 33.6773 - kl_loss: 2.7247e-05


182/493 [==========>...................] - ETA: 9s - loss: 33.6661 - reconstruction_loss: 33.6705 - kl_loss: 2.7151e-05


184/493 [==========>...................] - ETA: 9s - loss: 33.6662 - reconstruction_loss: 33.6730 - kl_loss: 2.7042e-05


186/493 [==========>...................] - ETA: 9s - loss: 33.6663 - reconstruction_loss: 33.6770 - kl_loss: 2.6913e-05


188/493 [==========>...................] - ETA: 9s - loss: 33.6664 - reconstruction_loss: 33.6816 - kl_loss: 2.6774e-05


190/493 [==========>...................] - ETA: 9s - loss: 33.6665 - reconstruction_loss: 33.6749 - kl_loss: 2.6632e-05


192/493 [==========>...................] - ETA: 9s - loss: 33.6666 - reconstruction_loss: 33.6736 - kl_loss: 2.6492e-05


194/493 [==========>...................] - ETA: 9s - loss: 33.6667 - reconstruction_loss: 33.6786 - kl_loss: 2.6364e-05


197/493 [==========>...................] - ETA: 8s - loss: 33.6669 - reconstruction_loss: 33.6740 - kl_loss: 2.6202e-05


199/493 [===========>..................] - ETA: 8s - loss: 33.6669 - reconstruction_loss: 33.6718 - kl_loss: 2.6119e-05


201/493 [===========>..................] - ETA: 8s - loss: 33.6669 - reconstruction_loss: 33.6635 - kl_loss: 2.6044e-05


203/493 [===========>..................] - ETA: 8s - loss: 33.6670 - reconstruction_loss: 33.6736 - kl_loss: 2.5955e-05


205/493 [===========>..................] - ETA: 8s - loss: 33.6670 - reconstruction_loss: 33.6693 - kl_loss: 2.5863e-05


207/493 [===========>..................] - ETA: 8s - loss: 33.6670 - reconstruction_loss: 33.6657 - kl_loss: 2.5773e-05


209/493 [===========>..................] - ETA: 8s - loss: 33.6670 - reconstruction_loss: 33.6752 - kl_loss: 2.5694e-05


212/493 [===========>..................] - ETA: 8s - loss: 33.6671 - reconstruction_loss: 33.6713 - kl_loss: 2.5624e-05


214/493 [============>.................] - ETA: 8s - loss: 33.6671 - reconstruction_loss: 33.6667 - kl_loss: 2.5616e-05


216/493 [============>.................] - ETA: 8s - loss: 33.6671 - reconstruction_loss: 33.6699 - kl_loss: 2.5617e-05


219/493 [============>.................] - ETA: 8s - loss: 33.6671 - reconstruction_loss: 33.6659 - kl_loss: 2.5632e-05


222/493 [============>.................] - ETA: 8s - loss: 33.6671 - reconstruction_loss: 33.6641 - kl_loss: 2.5643e-05


224/493 [============>.................] - ETA: 8s - loss: 33.6670 - reconstruction_loss: 33.6594 - kl_loss: 2.5631e-05


226/493 [============>.................] - ETA: 8s - loss: 33.6670 - reconstruction_loss: 33.6616 - kl_loss: 2.5604e-05


228/493 [============>.................] - ETA: 8s - loss: 33.6669 - reconstruction_loss: 33.6612 - kl_loss: 2.5562e-05


230/493 [============>.................] - ETA: 7s - loss: 33.6668 - reconstruction_loss: 33.6568 - kl_loss: 2.5509e-05


232/493 [=============>................] - ETA: 7s - loss: 33.6667 - reconstruction_loss: 33.6556 - kl_loss: 2.5453e-05


234/493 [=============>................] - ETA: 7s - loss: 33.6666 - reconstruction_loss: 33.6573 - kl_loss: 2.5403e-05


235/493 [=============>................] - ETA: 7s - loss: 33.6666 - reconstruction_loss: 33.6525 - kl_loss: 2.5377e-05


236/493 [=============>................] - ETA: 7s - loss: 33.6665 - reconstruction_loss: 33.6516 - kl_loss: 2.5353e-05


237/493 [=============>................] - ETA: 7s - loss: 33.6665 - reconstruction_loss: 33.6491 - kl_loss: 2.5330e-05


238/493 [=============>................] - ETA: 7s - loss: 33.6664 - reconstruction_loss: 33.6480 - kl_loss: 2.5306e-05


240/493 [=============>................] - ETA: 7s - loss: 33.6662 - reconstruction_loss: 33.6505 - kl_loss: 2.5268e-05


242/493 [=============>................] - ETA: 7s - loss: 33.6661 - reconstruction_loss: 33.6523 - kl_loss: 2.5224e-05


244/493 [=============>................] - ETA: 7s - loss: 33.6660 - reconstruction_loss: 33.6489 - kl_loss: 2.5171e-05


246/493 [=============>................] - ETA: 7s - loss: 33.6658 - reconstruction_loss: 33.6456 - kl_loss: 2.5122e-05


248/493 [==============>...............] - ETA: 7s - loss: 33.6657 - reconstruction_loss: 33.6497 - kl_loss: 2.5081e-05


250/493 [==============>...............] - ETA: 7s - loss: 33.6656 - reconstruction_loss: 33.6558 - kl_loss: 2.5038e-05


252/493 [==============>...............] - ETA: 7s - loss: 33.6656 - reconstruction_loss: 33.6610 - kl_loss: 2.4986e-05


254/493 [==============>...............] - ETA: 7s - loss: 33.6655 - reconstruction_loss: 33.6612 - kl_loss: 2.4931e-05


256/493 [==============>...............] - ETA: 7s - loss: 33.6655 - reconstruction_loss: 33.6586 - kl_loss: 2.4876e-05


258/493 [==============>...............] - ETA: 7s - loss: 33.6654 - reconstruction_loss: 33.6580 - kl_loss: 2.4821e-05


260/493 [==============>...............] - ETA: 7s - loss: 33.6654 - reconstruction_loss: 33.6643 - kl_loss: 2.4775e-05


262/493 [==============>...............] - ETA: 7s - loss: 33.6653 - reconstruction_loss: 33.6566 - kl_loss: 2.4765e-05


264/493 [===============>..............] - ETA: 7s - loss: 33.6653 - reconstruction_loss: 33.6593 - kl_loss: 2.4793e-05


266/493 [===============>..............] - ETA: 7s - loss: 33.6652 - reconstruction_loss: 33.6618 - kl_loss: 2.4866e-05


268/493 [===============>..............] - ETA: 7s - loss: 33.6652 - reconstruction_loss: 33.6608 - kl_loss: 2.4983e-05


270/493 [===============>..............] - ETA: 7s - loss: 33.6652 - reconstruction_loss: 33.6570 - kl_loss: 2.5113e-05


272/493 [===============>..............] - ETA: 7s - loss: 33.6651 - reconstruction_loss: 33.6558 - kl_loss: 2.5215e-05


274/493 [===============>..............] - ETA: 6s - loss: 33.6651 - reconstruction_loss: 33.6641 - kl_loss: 2.5294e-05


276/493 [===============>..............] - ETA: 6s - loss: 33.6651 - reconstruction_loss: 33.6597 - kl_loss: 2.5391e-05


278/493 [===============>..............] - ETA: 6s - loss: 33.6650 - reconstruction_loss: 33.6597 - kl_loss: 2.5487e-05


279/493 [===============>..............] - ETA: 6s - loss: 33.6650 - reconstruction_loss: 33.6616 - kl_loss: 2.5532e-05


280/493 [================>.............] - ETA: 6s - loss: 33.6650 - reconstruction_loss: 33.6610 - kl_loss: 2.5574e-05


281/493 [================>.............] - ETA: 6s - loss: 33.6650 - reconstruction_loss: 33.6618 - kl_loss: 2.5610e-05


282/493 [================>.............] - ETA: 6s - loss: 33.6650 - reconstruction_loss: 33.6604 - kl_loss: 2.5641e-05


284/493 [================>.............] - ETA: 6s - loss: 33.6649 - reconstruction_loss: 33.6607 - kl_loss: 2.5693e-05


286/493 [================>.............] - ETA: 6s - loss: 33.6649 - reconstruction_loss: 33.6627 - kl_loss: 2.5748e-05


288/493 [================>.............] - ETA: 6s - loss: 33.6649 - reconstruction_loss: 33.6588 - kl_loss: 2.5801e-05


290/493 [================>.............] - ETA: 6s - loss: 33.6648 - reconstruction_loss: 33.6584 - kl_loss: 2.5846e-05


292/493 [================>.............] - ETA: 6s - loss: 33.6648 - reconstruction_loss: 33.6582 - kl_loss: 2.5877e-05


294/493 [================>.............] - ETA: 6s - loss: 33.6648 - reconstruction_loss: 33.6588 - kl_loss: 2.5887e-05


296/493 [=================>............] - ETA: 6s - loss: 33.6647 - reconstruction_loss: 33.6598 - kl_loss: 2.5874e-05


298/493 [=================>............] - ETA: 6s - loss: 33.6647 - reconstruction_loss: 33.6563 - kl_loss: 2.5841e-05


300/493 [=================>............] - ETA: 6s - loss: 33.6646 - reconstruction_loss: 33.6581 - kl_loss: 2.5797e-05


302/493 [=================>............] - ETA: 6s - loss: 33.6646 - reconstruction_loss: 33.6610 - kl_loss: 2.5748e-05


304/493 [=================>............] - ETA: 6s - loss: 33.6646 - reconstruction_loss: 33.6571 - kl_loss: 2.5690e-05


306/493 [=================>............] - ETA: 6s - loss: 33.6645 - reconstruction_loss: 33.6567 - kl_loss: 2.5624e-05


308/493 [=================>............] - ETA: 6s - loss: 33.6645 - reconstruction_loss: 33.6610 - kl_loss: 2.5560e-05


310/493 [=================>............] - ETA: 5s - loss: 33.6644 - reconstruction_loss: 33.6574 - kl_loss: 2.5501e-05


312/493 [=================>............] - ETA: 5s - loss: 33.6644 - reconstruction_loss: 33.6575 - kl_loss: 2.5446e-05


314/493 [==================>...........] - ETA: 5s - loss: 33.6643 - reconstruction_loss: 33.6575 - kl_loss: 2.5392e-05


316/493 [==================>...........] - ETA: 5s - loss: 33.6643 - reconstruction_loss: 33.6556 - kl_loss: 2.5339e-05


318/493 [==================>...........] - ETA: 5s - loss: 33.6642 - reconstruction_loss: 33.6550 - kl_loss: 2.5285e-05


320/493 [==================>...........] - ETA: 5s - loss: 33.6642 - reconstruction_loss: 33.6539 - kl_loss: 2.5234e-05


321/493 [==================>...........] - ETA: 5s - loss: 33.6641 - reconstruction_loss: 33.6534 - kl_loss: 2.5209e-05


323/493 [==================>...........] - ETA: 5s - loss: 33.6641 - reconstruction_loss: 33.6519 - kl_loss: 2.5156e-05


325/493 [==================>...........] - ETA: 5s - loss: 33.6640 - reconstruction_loss: 33.6527 - kl_loss: 2.5099e-05


327/493 [==================>...........] - ETA: 5s - loss: 33.6639 - reconstruction_loss: 33.6525 - kl_loss: 2.5039e-05


329/493 [===================>..........] - ETA: 5s - loss: 33.6639 - reconstruction_loss: 33.6535 - kl_loss: 2.4973e-05


331/493 [===================>..........] - ETA: 5s - loss: 33.6638 - reconstruction_loss: 33.6560 - kl_loss: 2.4899e-05


333/493 [===================>..........] - ETA: 5s - loss: 33.6638 - reconstruction_loss: 33.6594 - kl_loss: 2.4822e-05


335/493 [===================>..........] - ETA: 5s - loss: 33.6638 - reconstruction_loss: 33.6602 - kl_loss: 2.4743e-05


337/493 [===================>..........] - ETA: 5s - loss: 33.6637 - reconstruction_loss: 33.6576 - kl_loss: 2.4665e-05


339/493 [===================>..........] - ETA: 5s - loss: 33.6637 - reconstruction_loss: 33.6580 - kl_loss: 2.4592e-05


341/493 [===================>..........] - ETA: 5s - loss: 33.6637 - reconstruction_loss: 33.6588 - kl_loss: 2.4521e-05


343/493 [===================>..........] - ETA: 5s - loss: 33.6637 - reconstruction_loss: 33.6621 - kl_loss: 2.4449e-05


345/493 [===================>..........] - ETA: 4s - loss: 33.6637 - reconstruction_loss: 33.6613 - kl_loss: 2.4374e-05


347/493 [====================>.........] - ETA: 4s - loss: 33.6637 - reconstruction_loss: 33.6647 - kl_loss: 2.4307e-05


349/493 [====================>.........] - ETA: 4s - loss: 33.6636 - reconstruction_loss: 33.6601 - kl_loss: 2.4256e-05


351/493 [====================>.........] - ETA: 4s - loss: 33.6636 - reconstruction_loss: 33.6566 - kl_loss: 2.4216e-05


353/493 [====================>.........] - ETA: 4s - loss: 33.6636 - reconstruction_loss: 33.6563 - kl_loss: 2.4184e-05


355/493 [====================>.........] - ETA: 4s - loss: 33.6635 - reconstruction_loss: 33.6530 - kl_loss: 2.4163e-05


357/493 [====================>.........] - ETA: 4s - loss: 33.6634 - reconstruction_loss: 33.6527 - kl_loss: 2.4150e-05


359/493 [====================>.........] - ETA: 4s - loss: 33.6634 - reconstruction_loss: 33.6520 - kl_loss: 2.4137e-05


361/493 [====================>.........] - ETA: 4s - loss: 33.6633 - reconstruction_loss: 33.6500 - kl_loss: 2.4115e-05


363/493 [=====================>........] - ETA: 4s - loss: 33.6633 - reconstruction_loss: 33.6491 - kl_loss: 2.4083e-05


365/493 [=====================>........] - ETA: 4s - loss: 33.6632 - reconstruction_loss: 33.6465 - kl_loss: 2.4038e-05


367/493 [=====================>........] - ETA: 4s - loss: 33.6631 - reconstruction_loss: 33.6491 - kl_loss: 2.3982e-05


369/493 [=====================>........] - ETA: 4s - loss: 33.6630 - reconstruction_loss: 33.6463 - kl_loss: 2.3922e-05


371/493 [=====================>........] - ETA: 4s - loss: 33.6629 - reconstruction_loss: 33.6473 - kl_loss: 2.3859e-05


373/493 [=====================>........] - ETA: 3s - loss: 33.6628 - reconstruction_loss: 33.6446 - kl_loss: 2.3799e-05


375/493 [=====================>........] - ETA: 3s - loss: 33.6627 - reconstruction_loss: 33.6435 - kl_loss: 2.3739e-05


377/493 [=====================>........] - ETA: 3s - loss: 33.6626 - reconstruction_loss: 33.6446 - kl_loss: 2.3677e-05


379/493 [======================>.......] - ETA: 3s - loss: 33.6625 - reconstruction_loss: 33.6436 - kl_loss: 2.3615e-05


381/493 [======================>.......] - ETA: 3s - loss: 33.6624 - reconstruction_loss: 33.6418 - kl_loss: 2.3553e-05


383/493 [======================>.......] - ETA: 3s - loss: 33.6623 - reconstruction_loss: 33.6395 - kl_loss: 2.3489e-05


385/493 [======================>.......] - ETA: 3s - loss: 33.6622 - reconstruction_loss: 33.6408 - kl_loss: 2.3423e-05


387/493 [======================>.......] - ETA: 3s - loss: 33.6621 - reconstruction_loss: 33.6424 - kl_loss: 2.3360e-05


389/493 [======================>.......] - ETA: 3s - loss: 33.6620 - reconstruction_loss: 33.6400 - kl_loss: 2.3308e-05


391/493 [======================>.......] - ETA: 3s - loss: 33.6619 - reconstruction_loss: 33.6416 - kl_loss: 2.3266e-05


393/493 [======================>.......] - ETA: 3s - loss: 33.6618 - reconstruction_loss: 33.6392 - kl_loss: 2.3226e-05


395/493 [=======================>......] - ETA: 3s - loss: 33.6617 - reconstruction_loss: 33.6425 - kl_loss: 2.3185e-05


397/493 [=======================>......] - ETA: 3s - loss: 33.6616 - reconstruction_loss: 33.6418 - kl_loss: 2.3145e-05


399/493 [=======================>......] - ETA: 3s - loss: 33.6615 - reconstruction_loss: 33.6388 - kl_loss: 2.3107e-05


401/493 [=======================>......] - ETA: 3s - loss: 33.6613 - reconstruction_loss: 33.6345 - kl_loss: 2.3069e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.6612 - reconstruction_loss: 33.6339 - kl_loss: 2.3026e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6610 - reconstruction_loss: 33.6319 - kl_loss: 2.2952e-05


409/493 [=======================>......] - ETA: 2s - loss: 33.6608 - reconstruction_loss: 33.6308 - kl_loss: 2.2867e-05


411/493 [========================>.....] - ETA: 2s - loss: 33.6606 - reconstruction_loss: 33.6338 - kl_loss: 2.2807e-05


414/493 [========================>.....] - ETA: 2s - loss: 33.6604 - reconstruction_loss: 33.6303 - kl_loss: 2.2724e-05


417/493 [========================>.....] - ETA: 2s - loss: 33.6602 - reconstruction_loss: 33.6286 - kl_loss: 2.2623e-05


420/493 [========================>.....] - ETA: 2s - loss: 33.6600 - reconstruction_loss: 33.6298 - kl_loss: 2.2501e-05


423/493 [========================>.....] - ETA: 2s - loss: 33.6598 - reconstruction_loss: 33.6301 - kl_loss: 2.2382e-05


426/493 [========================>.....] - ETA: 2s - loss: 33.6596 - reconstruction_loss: 33.6327 - kl_loss: 2.2295e-05


429/493 [=========================>....] - ETA: 2s - loss: 33.6594 - reconstruction_loss: 33.6366 - kl_loss: 2.2252e-05


432/493 [=========================>....] - ETA: 1s - loss: 33.6592 - reconstruction_loss: 33.6361 - kl_loss: 2.2261e-05


434/493 [=========================>....] - ETA: 1s - loss: 33.6591 - reconstruction_loss: 33.6368 - kl_loss: 2.2286e-05


437/493 [=========================>....] - ETA: 1s - loss: 33.6590 - reconstruction_loss: 33.6362 - kl_loss: 2.2317e-05


439/493 [=========================>....] - ETA: 1s - loss: 33.6589 - reconstruction_loss: 33.6361 - kl_loss: 2.2322e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6588 - reconstruction_loss: 33.6385 - kl_loss: 2.2316e-05


443/493 [=========================>....] - ETA: 1s - loss: 33.6587 - reconstruction_loss: 33.6383 - kl_loss: 2.2305e-05


446/493 [==========================>...] - ETA: 1s - loss: 33.6585 - reconstruction_loss: 33.6367 - kl_loss: 2.2286e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.6584 - reconstruction_loss: 33.6340 - kl_loss: 2.2271e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.6583 - reconstruction_loss: 33.6353 - kl_loss: 2.2243e-05


454/493 [==========================>...] - ETA: 1s - loss: 33.6581 - reconstruction_loss: 33.6352 - kl_loss: 2.2232e-05


456/493 [==========================>...] - ETA: 1s - loss: 33.6580 - reconstruction_loss: 33.6340 - kl_loss: 2.2240e-05


459/493 [==========================>...] - ETA: 1s - loss: 33.6578 - reconstruction_loss: 33.6316 - kl_loss: 2.2269e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6577 - reconstruction_loss: 33.6304 - kl_loss: 2.2290e-05


464/493 [===========================>..] - ETA: 0s - loss: 33.6576 - reconstruction_loss: 33.6305 - kl_loss: 2.2300e-05


467/493 [===========================>..] - ETA: 0s - loss: 33.6574 - reconstruction_loss: 33.6289 - kl_loss: 2.2313e-05


469/493 [===========================>..] - ETA: 0s - loss: 33.6572 - reconstruction_loss: 33.6282 - kl_loss: 2.2312e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6571 - reconstruction_loss: 33.6316 - kl_loss: 2.2298e-05


473/493 [===========================>..] - ETA: 0s - loss: 33.6570 - reconstruction_loss: 33.6308 - kl_loss: 2.2270e-05


475/493 [===========================>..] - ETA: 0s - loss: 33.6569 - reconstruction_loss: 33.6330 - kl_loss: 2.2230e-05


477/493 [============================>.] - ETA: 0s - loss: 33.6568 - reconstruction_loss: 33.6319 - kl_loss: 2.2181e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6567 - reconstruction_loss: 33.6347 - kl_loss: 2.2128e-05


481/493 [============================>.] - ETA: 0s - loss: 33.6566 - reconstruction_loss: 33.6376 - kl_loss: 2.2079e-05


483/493 [============================>.] - ETA: 0s - loss: 33.6566 - reconstruction_loss: 33.6385 - kl_loss: 2.2040e-05


485/493 [============================>.] - ETA: 0s - loss: 33.6565 - reconstruction_loss: 33.6411 - kl_loss: 2.2018e-05


487/493 [============================>.] - ETA: 0s - loss: 33.6564 - reconstruction_loss: 33.6404 - kl_loss: 2.2015e-05


489/493 [============================>.] - ETA: 0s - loss: 33.6564 - reconstruction_loss: 33.6371 - kl_loss: 2.2029e-05


491/493 [============================>.] - ETA: 0s - loss: 33.6563 - reconstruction_loss: 33.6337 - kl_loss: 2.2067e-05


493/493 [==============================] - 16s 32ms/step - loss: 33.6559 - reconstruction_loss: 33.5768 - kl_loss: 2.2127e-05

Epoch 20/30

  1/493 [..............................] - ETA: 12s - loss: 33.2160 - reconstruction_loss: 33.2159 - kl_loss: 4.0472e-05


  3/493 [..............................] - ETA: 12s - loss: 33.2259 - reconstruction_loss: 33.3080 - kl_loss: 4.0978e-05


  5/493 [..............................] - ETA: 13s - loss: 33.1187 - reconstruction_loss: 33.0705 - kl_loss: 4.0799e-05


  7/493 [..............................] - ETA: 14s - loss: 33.0795 - reconstruction_loss: 32.9840 - kl_loss: 4.0037e-05


  9/493 [..............................] - ETA: 15s - loss: 33.0889 - reconstruction_loss: 33.2230 - kl_loss: 3.8902e-05


 11/493 [..............................] - ETA: 14s - loss: 33.1188 - reconstruction_loss: 33.2755 - kl_loss: 3.7508e-05


 13/493 [..............................] - ETA: 14s - loss: 33.1498 - reconstruction_loss: 33.3512 - kl_loss: 3.6579e-05


 15/493 [..............................] - ETA: 13s - loss: 33.1821 - reconstruction_loss: 33.4308 - kl_loss: 3.6452e-05


 17/493 [>.............................] - ETA: 13s - loss: 33.2160 - reconstruction_loss: 33.4574 - kl_loss: 3.6860e-05


 19/493 [>.............................] - ETA: 13s - loss: 33.2389 - reconstruction_loss: 33.4234 - kl_loss: 3.7306e-05


 22/493 [>.............................] - ETA: 13s - loss: 33.2556 - reconstruction_loss: 33.3625 - kl_loss: 3.7657e-05


 25/493 [>.............................] - ETA: 12s - loss: 33.2680 - reconstruction_loss: 33.3841 - kl_loss: 3.7599e-05


 28/493 [>.............................] - ETA: 12s - loss: 33.2808 - reconstruction_loss: 33.3860 - kl_loss: 3.7438e-05


 31/493 [>.............................] - ETA: 12s - loss: 33.2915 - reconstruction_loss: 33.4208 - kl_loss: 3.7210e-05


 34/493 [=>............................] - ETA: 12s - loss: 33.3026 - reconstruction_loss: 33.4078 - kl_loss: 3.6759e-05


 37/493 [=>............................] - ETA: 12s - loss: 33.3162 - reconstruction_loss: 33.4769 - kl_loss: 3.6054e-05


 40/493 [=>............................] - ETA: 11s - loss: 33.3265 - reconstruction_loss: 33.4675 - kl_loss: 3.5215e-05


 43/493 [=>............................] - ETA: 11s - loss: 33.3372 - reconstruction_loss: 33.4997 - kl_loss: 3.4369e-05


 46/493 [=>............................] - ETA: 11s - loss: 33.3482 - reconstruction_loss: 33.5235 - kl_loss: 3.3697e-05


 48/493 [=>............................] - ETA: 11s - loss: 33.3554 - reconstruction_loss: 33.5212 - kl_loss: 3.3379e-05


 50/493 [==>...........................] - ETA: 11s - loss: 33.3629 - reconstruction_loss: 33.5513 - kl_loss: 3.3112e-05


 52/493 [==>...........................] - ETA: 11s - loss: 33.3704 - reconstruction_loss: 33.5532 - kl_loss: 3.2838e-05


 55/493 [==>...........................] - ETA: 11s - loss: 33.3806 - reconstruction_loss: 33.5492 - kl_loss: 3.2345e-05


 57/493 [==>...........................] - ETA: 11s - loss: 33.3868 - reconstruction_loss: 33.5633 - kl_loss: 3.1939e-05


 59/493 [==>...........................] - ETA: 11s - loss: 33.3929 - reconstruction_loss: 33.5695 - kl_loss: 3.1519e-05


 62/493 [==>...........................] - ETA: 11s - loss: 33.4017 - reconstruction_loss: 33.5676 - kl_loss: 3.0925e-05


 65/493 [==>...........................] - ETA: 11s - loss: 33.4098 - reconstruction_loss: 33.5806 - kl_loss: 3.0374e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.4181 - reconstruction_loss: 33.6131 - kl_loss: 2.9847e-05


 70/493 [===>..........................] - ETA: 10s - loss: 33.4235 - reconstruction_loss: 33.6028 - kl_loss: 2.9538e-05


 72/493 [===>..........................] - ETA: 10s - loss: 33.4284 - reconstruction_loss: 33.6024 - kl_loss: 2.9270e-05


 75/493 [===>..........................] - ETA: 10s - loss: 33.4358 - reconstruction_loss: 33.6232 - kl_loss: 2.8895e-05


 78/493 [===>..........................] - ETA: 10s - loss: 33.4434 - reconstruction_loss: 33.6318 - kl_loss: 2.8485e-05


 81/493 [===>..........................] - ETA: 10s - loss: 33.4501 - reconstruction_loss: 33.6237 - kl_loss: 2.7966e-05


 84/493 [====>.........................] - ETA: 10s - loss: 33.4559 - reconstruction_loss: 33.6094 - kl_loss: 2.7415e-05


 86/493 [====>.........................] - ETA: 10s - loss: 33.4598 - reconstruction_loss: 33.6298 - kl_loss: 2.7092e-05


 89/493 [====>.........................] - ETA: 10s - loss: 33.4659 - reconstruction_loss: 33.6319 - kl_loss: 2.6711e-05


 92/493 [====>.........................] - ETA: 10s - loss: 33.4713 - reconstruction_loss: 33.6311 - kl_loss: 2.6475e-05


 95/493 [====>.........................] - ETA: 10s - loss: 33.4763 - reconstruction_loss: 33.6284 - kl_loss: 2.6285e-05


 98/493 [====>.........................] - ETA: 10s - loss: 33.4803 - reconstruction_loss: 33.5938 - kl_loss: 2.6047e-05


101/493 [=====>........................] - ETA: 9s - loss: 33.4842 - reconstruction_loss: 33.6129 - kl_loss: 2.5759e-05 


104/493 [=====>........................] - ETA: 9s - loss: 33.4882 - reconstruction_loss: 33.6315 - kl_loss: 2.5470e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.4909 - reconstruction_loss: 33.6340 - kl_loss: 2.5290e-05


108/493 [=====>........................] - ETA: 9s - loss: 33.4934 - reconstruction_loss: 33.6194 - kl_loss: 2.5106e-05


110/493 [=====>........................] - ETA: 9s - loss: 33.4956 - reconstruction_loss: 33.6156 - kl_loss: 2.4899e-05


112/493 [=====>........................] - ETA: 9s - loss: 33.4979 - reconstruction_loss: 33.6275 - kl_loss: 2.4680e-05


114/493 [=====>........................] - ETA: 9s - loss: 33.5003 - reconstruction_loss: 33.6301 - kl_loss: 2.4462e-05


116/493 [======>.......................] - ETA: 9s - loss: 33.5026 - reconstruction_loss: 33.6343 - kl_loss: 2.4249e-05


119/493 [======>.......................] - ETA: 9s - loss: 33.5059 - reconstruction_loss: 33.6386 - kl_loss: 2.3973e-05


121/493 [======>.......................] - ETA: 9s - loss: 33.5080 - reconstruction_loss: 33.6346 - kl_loss: 2.3787e-05


123/493 [======>.......................] - ETA: 9s - loss: 33.5100 - reconstruction_loss: 33.6307 - kl_loss: 2.3578e-05


125/493 [======>.......................] - ETA: 9s - loss: 33.5120 - reconstruction_loss: 33.6306 - kl_loss: 2.3355e-05


127/493 [======>.......................] - ETA: 9s - loss: 33.5137 - reconstruction_loss: 33.6228 - kl_loss: 2.3148e-05


129/493 [======>.......................] - ETA: 9s - loss: 33.5154 - reconstruction_loss: 33.6227 - kl_loss: 2.2948e-05


132/493 [=======>......................] - ETA: 9s - loss: 33.5177 - reconstruction_loss: 33.6190 - kl_loss: 2.2706e-05


134/493 [=======>......................] - ETA: 9s - loss: 33.5193 - reconstruction_loss: 33.6216 - kl_loss: 2.2595e-05


137/493 [=======>......................] - ETA: 9s - loss: 33.5214 - reconstruction_loss: 33.6124 - kl_loss: 2.2511e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.5235 - reconstruction_loss: 33.6199 - kl_loss: 2.2463e-05


142/493 [=======>......................] - ETA: 8s - loss: 33.5248 - reconstruction_loss: 33.6157 - kl_loss: 2.2447e-05


145/493 [=======>......................] - ETA: 8s - loss: 33.5265 - reconstruction_loss: 33.6037 - kl_loss: 2.2407e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.5276 - reconstruction_loss: 33.5982 - kl_loss: 2.2366e-05


149/493 [========>.....................] - ETA: 8s - loss: 33.5285 - reconstruction_loss: 33.5998 - kl_loss: 2.2323e-05


152/493 [========>.....................] - ETA: 8s - loss: 33.5298 - reconstruction_loss: 33.5924 - kl_loss: 2.2246e-05


154/493 [========>.....................] - ETA: 8s - loss: 33.5306 - reconstruction_loss: 33.5874 - kl_loss: 2.2192e-05


157/493 [========>.....................] - ETA: 8s - loss: 33.5316 - reconstruction_loss: 33.5804 - kl_loss: 2.2115e-05


159/493 [========>.....................] - ETA: 8s - loss: 33.5322 - reconstruction_loss: 33.5782 - kl_loss: 2.2074e-05


161/493 [========>.....................] - ETA: 8s - loss: 33.5329 - reconstruction_loss: 33.5876 - kl_loss: 2.2053e-05


164/493 [========>.....................] - ETA: 8s - loss: 33.5338 - reconstruction_loss: 33.5826 - kl_loss: 2.2045e-05


166/493 [=========>....................] - ETA: 8s - loss: 33.5344 - reconstruction_loss: 33.5821 - kl_loss: 2.2033e-05


168/493 [=========>....................] - ETA: 8s - loss: 33.5351 - reconstruction_loss: 33.5947 - kl_loss: 2.2022e-05


170/493 [=========>....................] - ETA: 8s - loss: 33.5358 - reconstruction_loss: 33.5947 - kl_loss: 2.2015e-05


172/493 [=========>....................] - ETA: 8s - loss: 33.5365 - reconstruction_loss: 33.5971 - kl_loss: 2.2007e-05


174/493 [=========>....................] - ETA: 8s - loss: 33.5372 - reconstruction_loss: 33.5966 - kl_loss: 2.2010e-05


176/493 [=========>....................] - ETA: 8s - loss: 33.5379 - reconstruction_loss: 33.5982 - kl_loss: 2.2027e-05


178/493 [=========>....................] - ETA: 8s - loss: 33.5385 - reconstruction_loss: 33.5984 - kl_loss: 2.2047e-05


180/493 [=========>....................] - ETA: 7s - loss: 33.5392 - reconstruction_loss: 33.5983 - kl_loss: 2.2064e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.5399 - reconstruction_loss: 33.6029 - kl_loss: 2.2070e-05


184/493 [==========>...................] - ETA: 7s - loss: 33.5405 - reconstruction_loss: 33.5970 - kl_loss: 2.2049e-05


186/493 [==========>...................] - ETA: 7s - loss: 33.5410 - reconstruction_loss: 33.5908 - kl_loss: 2.1992e-05


189/493 [==========>...................] - ETA: 7s - loss: 33.5418 - reconstruction_loss: 33.5933 - kl_loss: 2.1851e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.5424 - reconstruction_loss: 33.5930 - kl_loss: 2.1735e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.5431 - reconstruction_loss: 33.5895 - kl_loss: 2.1550e-05


196/493 [==========>...................] - ETA: 7s - loss: 33.5436 - reconstruction_loss: 33.5879 - kl_loss: 2.1421e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.5440 - reconstruction_loss: 33.5890 - kl_loss: 2.1288e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.5445 - reconstruction_loss: 33.5927 - kl_loss: 2.1154e-05


202/493 [===========>..................] - ETA: 7s - loss: 33.5450 - reconstruction_loss: 33.5962 - kl_loss: 2.1025e-05


204/493 [===========>..................] - ETA: 7s - loss: 33.5455 - reconstruction_loss: 33.5947 - kl_loss: 2.0920e-05


207/493 [===========>..................] - ETA: 7s - loss: 33.5463 - reconstruction_loss: 33.5984 - kl_loss: 2.0797e-05


210/493 [===========>..................] - ETA: 7s - loss: 33.5471 - reconstruction_loss: 33.6079 - kl_loss: 2.0722e-05


213/493 [===========>..................] - ETA: 7s - loss: 33.5480 - reconstruction_loss: 33.6131 - kl_loss: 2.0721e-05


215/493 [============>.................] - ETA: 7s - loss: 33.5486 - reconstruction_loss: 33.6182 - kl_loss: 2.0758e-05


217/493 [============>.................] - ETA: 7s - loss: 33.5493 - reconstruction_loss: 33.6243 - kl_loss: 2.0810e-05


219/493 [============>.................] - ETA: 6s - loss: 33.5500 - reconstruction_loss: 33.6264 - kl_loss: 2.0876e-05


221/493 [============>.................] - ETA: 6s - loss: 33.5507 - reconstruction_loss: 33.6288 - kl_loss: 2.0949e-05


223/493 [============>.................] - ETA: 6s - loss: 33.5514 - reconstruction_loss: 33.6268 - kl_loss: 2.1023e-05


225/493 [============>.................] - ETA: 6s - loss: 33.5520 - reconstruction_loss: 33.6239 - kl_loss: 2.1090e-05


227/493 [============>.................] - ETA: 6s - loss: 33.5527 - reconstruction_loss: 33.6216 - kl_loss: 2.1157e-05


229/493 [============>.................] - ETA: 6s - loss: 33.5533 - reconstruction_loss: 33.6214 - kl_loss: 2.1233e-05


231/493 [=============>................] - ETA: 6s - loss: 33.5538 - reconstruction_loss: 33.6155 - kl_loss: 2.1317e-05


233/493 [=============>................] - ETA: 6s - loss: 33.5543 - reconstruction_loss: 33.6144 - kl_loss: 2.1410e-05


235/493 [=============>................] - ETA: 6s - loss: 33.5548 - reconstruction_loss: 33.6112 - kl_loss: 2.1496e-05


238/493 [=============>................] - ETA: 6s - loss: 33.5555 - reconstruction_loss: 33.6098 - kl_loss: 2.1600e-05


241/493 [=============>................] - ETA: 6s - loss: 33.5562 - reconstruction_loss: 33.6124 - kl_loss: 2.1672e-05


244/493 [=============>................] - ETA: 6s - loss: 33.5569 - reconstruction_loss: 33.6113 - kl_loss: 2.1702e-05


247/493 [==============>...............] - ETA: 6s - loss: 33.5575 - reconstruction_loss: 33.6104 - kl_loss: 2.1731e-05


249/493 [==============>...............] - ETA: 6s - loss: 33.5580 - reconstruction_loss: 33.6095 - kl_loss: 2.1768e-05


251/493 [==============>...............] - ETA: 6s - loss: 33.5584 - reconstruction_loss: 33.6108 - kl_loss: 2.1821e-05


254/493 [==============>...............] - ETA: 6s - loss: 33.5590 - reconstruction_loss: 33.6099 - kl_loss: 2.1901e-05


257/493 [==============>...............] - ETA: 6s - loss: 33.5596 - reconstruction_loss: 33.6129 - kl_loss: 2.1955e-05


260/493 [==============>...............] - ETA: 5s - loss: 33.5602 - reconstruction_loss: 33.6121 - kl_loss: 2.1968e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.5608 - reconstruction_loss: 33.6118 - kl_loss: 2.1939e-05


266/493 [===============>..............] - ETA: 5s - loss: 33.5614 - reconstruction_loss: 33.6117 - kl_loss: 2.1901e-05


269/493 [===============>..............] - ETA: 5s - loss: 33.5620 - reconstruction_loss: 33.6133 - kl_loss: 2.1867e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.5623 - reconstruction_loss: 33.6094 - kl_loss: 2.1843e-05


274/493 [===============>..............] - ETA: 5s - loss: 33.5628 - reconstruction_loss: 33.6107 - kl_loss: 2.1808e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.5632 - reconstruction_loss: 33.6088 - kl_loss: 2.1784e-05


279/493 [===============>..............] - ETA: 5s - loss: 33.5636 - reconstruction_loss: 33.6013 - kl_loss: 2.1739e-05


281/493 [================>.............] - ETA: 5s - loss: 33.5639 - reconstruction_loss: 33.6011 - kl_loss: 2.1700e-05


283/493 [================>.............] - ETA: 5s - loss: 33.5641 - reconstruction_loss: 33.5974 - kl_loss: 2.1657e-05


286/493 [================>.............] - ETA: 5s - loss: 33.5645 - reconstruction_loss: 33.6040 - kl_loss: 2.1609e-05


289/493 [================>.............] - ETA: 5s - loss: 33.5649 - reconstruction_loss: 33.6022 - kl_loss: 2.1618e-05


292/493 [================>.............] - ETA: 5s - loss: 33.5654 - reconstruction_loss: 33.6128 - kl_loss: 2.1674e-05


295/493 [================>.............] - ETA: 5s - loss: 33.5659 - reconstruction_loss: 33.6168 - kl_loss: 2.1782e-05


298/493 [=================>............] - ETA: 4s - loss: 33.5664 - reconstruction_loss: 33.6143 - kl_loss: 2.1924e-05


301/493 [=================>............] - ETA: 4s - loss: 33.5668 - reconstruction_loss: 33.6072 - kl_loss: 2.2042e-05


304/493 [=================>............] - ETA: 4s - loss: 33.5673 - reconstruction_loss: 33.6127 - kl_loss: 2.2114e-05


306/493 [=================>............] - ETA: 4s - loss: 33.5675 - reconstruction_loss: 33.6104 - kl_loss: 2.2174e-05


309/493 [=================>............] - ETA: 4s - loss: 33.5679 - reconstruction_loss: 33.6030 - kl_loss: 2.2289e-05


312/493 [=================>............] - ETA: 4s - loss: 33.5682 - reconstruction_loss: 33.6010 - kl_loss: 2.2396e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.5684 - reconstruction_loss: 33.5995 - kl_loss: 2.2451e-05


316/493 [==================>...........] - ETA: 4s - loss: 33.5686 - reconstruction_loss: 33.5986 - kl_loss: 2.2495e-05


318/493 [==================>...........] - ETA: 4s - loss: 33.5688 - reconstruction_loss: 33.5942 - kl_loss: 2.2525e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.5689 - reconstruction_loss: 33.5922 - kl_loss: 2.2537e-05


322/493 [==================>...........] - ETA: 4s - loss: 33.5691 - reconstruction_loss: 33.5908 - kl_loss: 2.2524e-05


324/493 [==================>...........] - ETA: 4s - loss: 33.5692 - reconstruction_loss: 33.5931 - kl_loss: 2.2493e-05


326/493 [==================>...........] - ETA: 4s - loss: 33.5694 - reconstruction_loss: 33.5999 - kl_loss: 2.2447e-05


329/493 [===================>..........] - ETA: 4s - loss: 33.5696 - reconstruction_loss: 33.5975 - kl_loss: 2.2358e-05


331/493 [===================>..........] - ETA: 4s - loss: 33.5698 - reconstruction_loss: 33.6024 - kl_loss: 2.2282e-05


333/493 [===================>..........] - ETA: 4s - loss: 33.5700 - reconstruction_loss: 33.6049 - kl_loss: 2.2197e-05


335/493 [===================>..........] - ETA: 4s - loss: 33.5702 - reconstruction_loss: 33.6055 - kl_loss: 2.2109e-05


337/493 [===================>..........] - ETA: 4s - loss: 33.5705 - reconstruction_loss: 33.6054 - kl_loss: 2.2024e-05


339/493 [===================>..........] - ETA: 3s - loss: 33.5707 - reconstruction_loss: 33.6019 - kl_loss: 2.1937e-05


341/493 [===================>..........] - ETA: 3s - loss: 33.5708 - reconstruction_loss: 33.6005 - kl_loss: 2.1847e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.5710 - reconstruction_loss: 33.6016 - kl_loss: 2.1755e-05


345/493 [===================>..........] - ETA: 3s - loss: 33.5712 - reconstruction_loss: 33.6013 - kl_loss: 2.1669e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.5714 - reconstruction_loss: 33.6026 - kl_loss: 2.1593e-05


350/493 [====================>.........] - ETA: 3s - loss: 33.5716 - reconstruction_loss: 33.6019 - kl_loss: 2.1515e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.5719 - reconstruction_loss: 33.6044 - kl_loss: 2.1481e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.5722 - reconstruction_loss: 33.6110 - kl_loss: 2.1492e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.5725 - reconstruction_loss: 33.6136 - kl_loss: 2.1535e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.5728 - reconstruction_loss: 33.6223 - kl_loss: 2.1639e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.5733 - reconstruction_loss: 33.6257 - kl_loss: 2.1789e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.5737 - reconstruction_loss: 33.6261 - kl_loss: 2.1926e-05


370/493 [=====================>........] - ETA: 3s - loss: 33.5741 - reconstruction_loss: 33.6246 - kl_loss: 2.2002e-05


372/493 [=====================>........] - ETA: 3s - loss: 33.5744 - reconstruction_loss: 33.6236 - kl_loss: 2.2023e-05


375/493 [=====================>........] - ETA: 3s - loss: 33.5748 - reconstruction_loss: 33.6260 - kl_loss: 2.2026e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.5752 - reconstruction_loss: 33.6234 - kl_loss: 2.2008e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.5756 - reconstruction_loss: 33.6256 - kl_loss: 2.1981e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.5760 - reconstruction_loss: 33.6269 - kl_loss: 2.1945e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.5762 - reconstruction_loss: 33.6286 - kl_loss: 2.1921e-05


389/493 [======================>.......] - ETA: 2s - loss: 33.5767 - reconstruction_loss: 33.6320 - kl_loss: 2.1879e-05


391/493 [======================>.......] - ETA: 2s - loss: 33.5770 - reconstruction_loss: 33.6358 - kl_loss: 2.1856e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.5774 - reconstruction_loss: 33.6374 - kl_loss: 2.1835e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.5778 - reconstruction_loss: 33.6342 - kl_loss: 2.1823e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.5783 - reconstruction_loss: 33.6352 - kl_loss: 2.1810e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.5787 - reconstruction_loss: 33.6346 - kl_loss: 2.1784e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.5791 - reconstruction_loss: 33.6348 - kl_loss: 2.1760e-05


409/493 [=======================>......] - ETA: 2s - loss: 33.5795 - reconstruction_loss: 33.6376 - kl_loss: 2.1728e-05


412/493 [========================>.....] - ETA: 2s - loss: 33.5800 - reconstruction_loss: 33.6368 - kl_loss: 2.1681e-05


415/493 [========================>.....] - ETA: 1s - loss: 33.5804 - reconstruction_loss: 33.6386 - kl_loss: 2.1621e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.5808 - reconstruction_loss: 33.6385 - kl_loss: 2.1553e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.5812 - reconstruction_loss: 33.6369 - kl_loss: 2.1486e-05


424/493 [========================>.....] - ETA: 1s - loss: 33.5816 - reconstruction_loss: 33.6365 - kl_loss: 2.1435e-05


427/493 [========================>.....] - ETA: 1s - loss: 33.5820 - reconstruction_loss: 33.6352 - kl_loss: 2.1413e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.5822 - reconstruction_loss: 33.6331 - kl_loss: 2.1404e-05


432/493 [=========================>....] - ETA: 1s - loss: 33.5826 - reconstruction_loss: 33.6331 - kl_loss: 2.1382e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.5829 - reconstruction_loss: 33.6291 - kl_loss: 2.1351e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.5832 - reconstruction_loss: 33.6330 - kl_loss: 2.1308e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.5836 - reconstruction_loss: 33.6333 - kl_loss: 2.1250e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.5839 - reconstruction_loss: 33.6386 - kl_loss: 2.1199e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.5843 - reconstruction_loss: 33.6359 - kl_loss: 2.1150e-05


449/493 [==========================>...] - ETA: 1s - loss: 33.5845 - reconstruction_loss: 33.6363 - kl_loss: 2.1111e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.5847 - reconstruction_loss: 33.6396 - kl_loss: 2.1068e-05


454/493 [==========================>...] - ETA: 0s - loss: 33.5851 - reconstruction_loss: 33.6375 - kl_loss: 2.1010e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.5854 - reconstruction_loss: 33.6358 - kl_loss: 2.0965e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.5856 - reconstruction_loss: 33.6315 - kl_loss: 2.0938e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.5859 - reconstruction_loss: 33.6314 - kl_loss: 2.0898e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.5862 - reconstruction_loss: 33.6286 - kl_loss: 2.0850e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.5865 - reconstruction_loss: 33.6265 - kl_loss: 2.0798e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.5867 - reconstruction_loss: 33.6254 - kl_loss: 2.0737e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.5870 - reconstruction_loss: 33.6268 - kl_loss: 2.0670e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.5872 - reconstruction_loss: 33.6282 - kl_loss: 2.0622e-05


479/493 [============================>.] - ETA: 0s - loss: 33.5874 - reconstruction_loss: 33.6343 - kl_loss: 2.0550e-05


482/493 [============================>.] - ETA: 0s - loss: 33.5877 - reconstruction_loss: 33.6335 - kl_loss: 2.0492e-05


484/493 [============================>.] - ETA: 0s - loss: 33.5879 - reconstruction_loss: 33.6369 - kl_loss: 2.0460e-05


487/493 [============================>.] - ETA: 0s - loss: 33.5882 - reconstruction_loss: 33.6357 - kl_loss: 2.0419e-05


489/493 [============================>.] - ETA: 0s - loss: 33.5884 - reconstruction_loss: 33.6337 - kl_loss: 2.0398e-05


492/493 [============================>.] - ETA: 0s - loss: 33.5887 - reconstruction_loss: 33.6319 - kl_loss: 2.0369e-05


493/493 [==============================] - 13s 25ms/step - loss: 33.5886 - reconstruction_loss: 33.5760 - kl_loss: 2.0363e-05

Epoch 21/30

  1/493 [..............................] - ETA: 12s - loss: 32.9804 - reconstruction_loss: 32.9804 - kl_loss: 1.7881e-05


  4/493 [..............................] - ETA: 11s - loss: 33.5343 - reconstruction_loss: 33.8245 - kl_loss: 1.9431e-05


  7/493 [..............................] - ETA: 11s - loss: 33.6112 - reconstruction_loss: 33.8159 - kl_loss: 2.0657e-05


 10/493 [..............................] - ETA: 11s - loss: 33.6726 - reconstruction_loss: 33.7949 - kl_loss: 2.1246e-05


 13/493 [..............................] - ETA: 11s - loss: 33.7315 - reconstruction_loss: 33.9354 - kl_loss: 2.1391e-05


 16/493 [..............................] - ETA: 11s - loss: 33.7687 - reconstruction_loss: 33.9103 - kl_loss: 2.1109e-05


 19/493 [>.............................] - ETA: 11s - loss: 33.7951 - reconstruction_loss: 33.9111 - kl_loss: 2.0477e-05


 22/493 [>.............................] - ETA: 11s - loss: 33.8026 - reconstruction_loss: 33.8360 - kl_loss: 1.9820e-05


 25/493 [>.............................] - ETA: 11s - loss: 33.8014 - reconstruction_loss: 33.7916 - kl_loss: 1.9335e-05


 28/493 [>.............................] - ETA: 11s - loss: 33.8022 - reconstruction_loss: 33.8074 - kl_loss: 1.9132e-05


 31/493 [>.............................] - ETA: 11s - loss: 33.8025 - reconstruction_loss: 33.7798 - kl_loss: 1.9078e-05


 34/493 [=>............................] - ETA: 10s - loss: 33.8032 - reconstruction_loss: 33.8275 - kl_loss: 1.9013e-05


 37/493 [=>............................] - ETA: 10s - loss: 33.8039 - reconstruction_loss: 33.7842 - kl_loss: 1.8984e-05


 40/493 [=>............................] - ETA: 10s - loss: 33.8021 - reconstruction_loss: 33.7740 - kl_loss: 1.8894e-05


 43/493 [=>............................] - ETA: 10s - loss: 33.7981 - reconstruction_loss: 33.7494 - kl_loss: 1.8637e-05


 45/493 [=>............................] - ETA: 10s - loss: 33.7955 - reconstruction_loss: 33.7274 - kl_loss: 1.8367e-05


 48/493 [=>............................] - ETA: 10s - loss: 33.7924 - reconstruction_loss: 33.7388 - kl_loss: 1.8012e-05


 51/493 [==>...........................] - ETA: 10s - loss: 33.7890 - reconstruction_loss: 33.7211 - kl_loss: 1.7857e-05


 54/493 [==>...........................] - ETA: 10s - loss: 33.7867 - reconstruction_loss: 33.7401 - kl_loss: 1.8062e-05


 57/493 [==>...........................] - ETA: 10s - loss: 33.7836 - reconstruction_loss: 33.7352 - kl_loss: 1.8587e-05


 60/493 [==>...........................] - ETA: 10s - loss: 33.7808 - reconstruction_loss: 33.7189 - kl_loss: 1.9239e-05


 63/493 [==>...........................] - ETA: 10s - loss: 33.7778 - reconstruction_loss: 33.7178 - kl_loss: 1.9904e-05


 66/493 [===>..........................] - ETA: 10s - loss: 33.7749 - reconstruction_loss: 33.7002 - kl_loss: 2.0369e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.7720 - reconstruction_loss: 33.6643 - kl_loss: 2.0535e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.7672 - reconstruction_loss: 33.6589 - kl_loss: 2.0626e-05


 74/493 [===>..........................] - ETA: 10s - loss: 33.7630 - reconstruction_loss: 33.6666 - kl_loss: 2.0615e-05


 76/493 [===>..........................] - ETA: 10s - loss: 33.7601 - reconstruction_loss: 33.6436 - kl_loss: 2.0599e-05


 79/493 [===>..........................] - ETA: 10s - loss: 33.7557 - reconstruction_loss: 33.6480 - kl_loss: 2.0571e-05


 82/493 [===>..........................] - ETA: 9s - loss: 33.7516 - reconstruction_loss: 33.6377 - kl_loss: 2.0450e-05 


 84/493 [====>.........................] - ETA: 9s - loss: 33.7487 - reconstruction_loss: 33.6290 - kl_loss: 2.0343e-05


 87/493 [====>.........................] - ETA: 9s - loss: 33.7444 - reconstruction_loss: 33.6159 - kl_loss: 2.0142e-05


 90/493 [====>.........................] - ETA: 9s - loss: 33.7405 - reconstruction_loss: 33.6371 - kl_loss: 1.9944e-05


 93/493 [====>.........................] - ETA: 9s - loss: 33.7368 - reconstruction_loss: 33.6202 - kl_loss: 1.9790e-05


 96/493 [====>.........................] - ETA: 9s - loss: 33.7331 - reconstruction_loss: 33.6200 - kl_loss: 1.9641e-05


 99/493 [=====>........................] - ETA: 9s - loss: 33.7297 - reconstruction_loss: 33.6181 - kl_loss: 1.9516e-05


101/493 [=====>........................] - ETA: 9s - loss: 33.7276 - reconstruction_loss: 33.6207 - kl_loss: 1.9494e-05


104/493 [=====>........................] - ETA: 9s - loss: 33.7243 - reconstruction_loss: 33.6128 - kl_loss: 1.9577e-05


107/493 [=====>........................] - ETA: 9s - loss: 33.7212 - reconstruction_loss: 33.6149 - kl_loss: 1.9750e-05


110/493 [=====>........................] - ETA: 9s - loss: 33.7182 - reconstruction_loss: 33.6064 - kl_loss: 1.9990e-05


112/493 [=====>........................] - ETA: 9s - loss: 33.7161 - reconstruction_loss: 33.6008 - kl_loss: 2.0178e-05


115/493 [=====>........................] - ETA: 9s - loss: 33.7133 - reconstruction_loss: 33.6118 - kl_loss: 2.0448e-05


118/493 [======>.......................] - ETA: 9s - loss: 33.7106 - reconstruction_loss: 33.6009 - kl_loss: 2.0716e-05


121/493 [======>.......................] - ETA: 8s - loss: 33.7078 - reconstruction_loss: 33.5964 - kl_loss: 2.1012e-05


124/493 [======>.......................] - ETA: 8s - loss: 33.7049 - reconstruction_loss: 33.5829 - kl_loss: 2.1251e-05


127/493 [======>.......................] - ETA: 8s - loss: 33.7021 - reconstruction_loss: 33.5851 - kl_loss: 2.1349e-05


130/493 [======>.......................] - ETA: 8s - loss: 33.6994 - reconstruction_loss: 33.5781 - kl_loss: 2.1350e-05


132/493 [=======>......................] - ETA: 8s - loss: 33.6975 - reconstruction_loss: 33.5683 - kl_loss: 2.1320e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.6945 - reconstruction_loss: 33.5640 - kl_loss: 2.1283e-05


138/493 [=======>......................] - ETA: 8s - loss: 33.6915 - reconstruction_loss: 33.5535 - kl_loss: 2.1272e-05


141/493 [=======>......................] - ETA: 8s - loss: 33.6885 - reconstruction_loss: 33.5522 - kl_loss: 2.1254e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.6858 - reconstruction_loss: 33.5602 - kl_loss: 2.1227e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.6833 - reconstruction_loss: 33.5595 - kl_loss: 2.1197e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.6806 - reconstruction_loss: 33.5501 - kl_loss: 2.1144e-05


152/493 [========>.....................] - ETA: 8s - loss: 33.6789 - reconstruction_loss: 33.5546 - kl_loss: 2.1098e-05


155/493 [========>.....................] - ETA: 8s - loss: 33.6768 - reconstruction_loss: 33.5748 - kl_loss: 2.1039e-05


158/493 [========>.....................] - ETA: 8s - loss: 33.6750 - reconstruction_loss: 33.5800 - kl_loss: 2.0995e-05


160/493 [========>.....................] - ETA: 8s - loss: 33.6737 - reconstruction_loss: 33.5749 - kl_loss: 2.0956e-05


163/493 [========>.....................] - ETA: 8s - loss: 33.6719 - reconstruction_loss: 33.5726 - kl_loss: 2.0862e-05


166/493 [=========>....................] - ETA: 7s - loss: 33.6702 - reconstruction_loss: 33.5833 - kl_loss: 2.0755e-05


168/493 [=========>....................] - ETA: 7s - loss: 33.6693 - reconstruction_loss: 33.5871 - kl_loss: 2.0690e-05


171/493 [=========>....................] - ETA: 7s - loss: 33.6679 - reconstruction_loss: 33.5922 - kl_loss: 2.0601e-05


174/493 [=========>....................] - ETA: 7s - loss: 33.6666 - reconstruction_loss: 33.5900 - kl_loss: 2.0518e-05


177/493 [=========>....................] - ETA: 7s - loss: 33.6654 - reconstruction_loss: 33.5990 - kl_loss: 2.0428e-05


180/493 [=========>....................] - ETA: 7s - loss: 33.6644 - reconstruction_loss: 33.6063 - kl_loss: 2.0363e-05


183/493 [==========>...................] - ETA: 7s - loss: 33.6634 - reconstruction_loss: 33.6017 - kl_loss: 2.0351e-05


186/493 [==========>...................] - ETA: 7s - loss: 33.6624 - reconstruction_loss: 33.6089 - kl_loss: 2.0400e-05


189/493 [==========>...................] - ETA: 7s - loss: 33.6615 - reconstruction_loss: 33.6066 - kl_loss: 2.0498e-05


192/493 [==========>...................] - ETA: 7s - loss: 33.6608 - reconstruction_loss: 33.6176 - kl_loss: 2.0574e-05


195/493 [==========>...................] - ETA: 7s - loss: 33.6600 - reconstruction_loss: 33.6144 - kl_loss: 2.0620e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.6593 - reconstruction_loss: 33.6106 - kl_loss: 2.0618e-05


201/493 [===========>..................] - ETA: 7s - loss: 33.6586 - reconstruction_loss: 33.6117 - kl_loss: 2.0567e-05


203/493 [===========>..................] - ETA: 7s - loss: 33.6582 - reconstruction_loss: 33.6152 - kl_loss: 2.0510e-05


206/493 [===========>..................] - ETA: 6s - loss: 33.6575 - reconstruction_loss: 33.6157 - kl_loss: 2.0393e-05


208/493 [===========>..................] - ETA: 6s - loss: 33.6571 - reconstruction_loss: 33.6184 - kl_loss: 2.0297e-05


210/493 [===========>..................] - ETA: 6s - loss: 33.6567 - reconstruction_loss: 33.6170 - kl_loss: 2.0191e-05


213/493 [===========>..................] - ETA: 6s - loss: 33.6561 - reconstruction_loss: 33.6146 - kl_loss: 2.0015e-05


216/493 [============>.................] - ETA: 6s - loss: 33.6556 - reconstruction_loss: 33.6122 - kl_loss: 1.9828e-05


219/493 [============>.................] - ETA: 6s - loss: 33.6549 - reconstruction_loss: 33.6099 - kl_loss: 1.9637e-05


222/493 [============>.................] - ETA: 6s - loss: 33.6544 - reconstruction_loss: 33.6138 - kl_loss: 1.9469e-05


224/493 [============>.................] - ETA: 6s - loss: 33.6540 - reconstruction_loss: 33.6110 - kl_loss: 1.9374e-05


226/493 [============>.................] - ETA: 6s - loss: 33.6537 - reconstruction_loss: 33.6142 - kl_loss: 1.9303e-05


228/493 [============>.................] - ETA: 6s - loss: 33.6533 - reconstruction_loss: 33.6124 - kl_loss: 1.9262e-05


231/493 [=============>................] - ETA: 6s - loss: 33.6528 - reconstruction_loss: 33.6086 - kl_loss: 1.9234e-05


234/493 [=============>................] - ETA: 6s - loss: 33.6523 - reconstruction_loss: 33.6130 - kl_loss: 1.9230e-05


236/493 [=============>................] - ETA: 6s - loss: 33.6519 - reconstruction_loss: 33.6140 - kl_loss: 1.9242e-05


238/493 [=============>................] - ETA: 6s - loss: 33.6516 - reconstruction_loss: 33.6168 - kl_loss: 1.9283e-05


240/493 [=============>................] - ETA: 6s - loss: 33.6513 - reconstruction_loss: 33.6142 - kl_loss: 1.9363e-05


243/493 [=============>................] - ETA: 6s - loss: 33.6509 - reconstruction_loss: 33.6144 - kl_loss: 1.9518e-05


246/493 [=============>................] - ETA: 6s - loss: 33.6504 - reconstruction_loss: 33.6110 - kl_loss: 1.9654e-05


248/493 [==============>...............] - ETA: 6s - loss: 33.6501 - reconstruction_loss: 33.6121 - kl_loss: 1.9719e-05


250/493 [==============>...............] - ETA: 5s - loss: 33.6497 - reconstruction_loss: 33.6102 - kl_loss: 1.9769e-05


252/493 [==============>...............] - ETA: 5s - loss: 33.6494 - reconstruction_loss: 33.6085 - kl_loss: 1.9797e-05


255/493 [==============>...............] - ETA: 5s - loss: 33.6490 - reconstruction_loss: 33.6110 - kl_loss: 1.9792e-05


257/493 [==============>...............] - ETA: 5s - loss: 33.6487 - reconstruction_loss: 33.6112 - kl_loss: 1.9763e-05


260/493 [==============>...............] - ETA: 5s - loss: 33.6482 - reconstruction_loss: 33.6086 - kl_loss: 1.9687e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.6477 - reconstruction_loss: 33.6058 - kl_loss: 1.9576e-05


266/493 [===============>..............] - ETA: 5s - loss: 33.6472 - reconstruction_loss: 33.5990 - kl_loss: 1.9439e-05


269/493 [===============>..............] - ETA: 5s - loss: 33.6466 - reconstruction_loss: 33.5973 - kl_loss: 1.9278e-05


272/493 [===============>..............] - ETA: 5s - loss: 33.6461 - reconstruction_loss: 33.6006 - kl_loss: 1.9108e-05


275/493 [===============>..............] - ETA: 5s - loss: 33.6456 - reconstruction_loss: 33.6014 - kl_loss: 1.8957e-05


278/493 [===============>..............] - ETA: 5s - loss: 33.6452 - reconstruction_loss: 33.6066 - kl_loss: 1.8818e-05


281/493 [================>.............] - ETA: 5s - loss: 33.6449 - reconstruction_loss: 33.6164 - kl_loss: 1.8699e-05


284/493 [================>.............] - ETA: 5s - loss: 33.6446 - reconstruction_loss: 33.6184 - kl_loss: 1.8654e-05


287/493 [================>.............] - ETA: 5s - loss: 33.6443 - reconstruction_loss: 33.6144 - kl_loss: 1.8672e-05


290/493 [================>.............] - ETA: 4s - loss: 33.6440 - reconstruction_loss: 33.6160 - kl_loss: 1.8704e-05


293/493 [================>.............] - ETA: 4s - loss: 33.6437 - reconstruction_loss: 33.6168 - kl_loss: 1.8764e-05


296/493 [=================>............] - ETA: 4s - loss: 33.6434 - reconstruction_loss: 33.6116 - kl_loss: 1.8839e-05


299/493 [=================>............] - ETA: 4s - loss: 33.6431 - reconstruction_loss: 33.6132 - kl_loss: 1.8889e-05


302/493 [=================>............] - ETA: 4s - loss: 33.6428 - reconstruction_loss: 33.6173 - kl_loss: 1.8904e-05


305/493 [=================>............] - ETA: 4s - loss: 33.6426 - reconstruction_loss: 33.6213 - kl_loss: 1.8886e-05


308/493 [=================>............] - ETA: 4s - loss: 33.6424 - reconstruction_loss: 33.6198 - kl_loss: 1.8872e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6421 - reconstruction_loss: 33.6158 - kl_loss: 1.8853e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.6418 - reconstruction_loss: 33.6139 - kl_loss: 1.8841e-05


317/493 [==================>...........] - ETA: 4s - loss: 33.6415 - reconstruction_loss: 33.6041 - kl_loss: 1.8843e-05


319/493 [==================>...........] - ETA: 4s - loss: 33.6413 - reconstruction_loss: 33.5997 - kl_loss: 1.8826e-05


322/493 [==================>...........] - ETA: 4s - loss: 33.6409 - reconstruction_loss: 33.6044 - kl_loss: 1.8757e-05


325/493 [==================>...........] - ETA: 4s - loss: 33.6406 - reconstruction_loss: 33.6074 - kl_loss: 1.8664e-05


328/493 [==================>...........] - ETA: 4s - loss: 33.6403 - reconstruction_loss: 33.6088 - kl_loss: 1.8568e-05


331/493 [===================>..........] - ETA: 3s - loss: 33.6400 - reconstruction_loss: 33.6099 - kl_loss: 1.8470e-05


334/493 [===================>..........] - ETA: 3s - loss: 33.6398 - reconstruction_loss: 33.6113 - kl_loss: 1.8387e-05


337/493 [===================>..........] - ETA: 3s - loss: 33.6395 - reconstruction_loss: 33.6069 - kl_loss: 1.8335e-05


340/493 [===================>..........] - ETA: 3s - loss: 33.6392 - reconstruction_loss: 33.6094 - kl_loss: 1.8317e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.6390 - reconstruction_loss: 33.6114 - kl_loss: 1.8320e-05


346/493 [====================>.........] - ETA: 3s - loss: 33.6388 - reconstruction_loss: 33.6136 - kl_loss: 1.8330e-05


349/493 [====================>.........] - ETA: 3s - loss: 33.6385 - reconstruction_loss: 33.6131 - kl_loss: 1.8346e-05


352/493 [====================>.........] - ETA: 3s - loss: 33.6383 - reconstruction_loss: 33.6143 - kl_loss: 1.8362e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6381 - reconstruction_loss: 33.6092 - kl_loss: 1.8387e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.6378 - reconstruction_loss: 33.6039 - kl_loss: 1.8428e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.6375 - reconstruction_loss: 33.6067 - kl_loss: 1.8467e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.6373 - reconstruction_loss: 33.6070 - kl_loss: 1.8501e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.6370 - reconstruction_loss: 33.6084 - kl_loss: 1.8537e-05


370/493 [=====================>........] - ETA: 3s - loss: 33.6368 - reconstruction_loss: 33.6108 - kl_loss: 1.8566e-05


373/493 [=====================>........] - ETA: 2s - loss: 33.6366 - reconstruction_loss: 33.6126 - kl_loss: 1.8575e-05


375/493 [=====================>........] - ETA: 2s - loss: 33.6365 - reconstruction_loss: 33.6116 - kl_loss: 1.8571e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.6363 - reconstruction_loss: 33.6173 - kl_loss: 1.8534e-05


380/493 [======================>.......] - ETA: 2s - loss: 33.6362 - reconstruction_loss: 33.6176 - kl_loss: 1.8499e-05


383/493 [======================>.......] - ETA: 2s - loss: 33.6361 - reconstruction_loss: 33.6240 - kl_loss: 1.8436e-05


385/493 [======================>.......] - ETA: 2s - loss: 33.6361 - reconstruction_loss: 33.6264 - kl_loss: 1.8393e-05


387/493 [======================>.......] - ETA: 2s - loss: 33.6360 - reconstruction_loss: 33.6279 - kl_loss: 1.8352e-05


389/493 [======================>.......] - ETA: 2s - loss: 33.6360 - reconstruction_loss: 33.6280 - kl_loss: 1.8312e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6359 - reconstruction_loss: 33.6275 - kl_loss: 1.8253e-05


395/493 [=======================>......] - ETA: 2s - loss: 33.6358 - reconstruction_loss: 33.6303 - kl_loss: 1.8198e-05


398/493 [=======================>......] - ETA: 2s - loss: 33.6358 - reconstruction_loss: 33.6282 - kl_loss: 1.8161e-05


401/493 [=======================>......] - ETA: 2s - loss: 33.6358 - reconstruction_loss: 33.6338 - kl_loss: 1.8134e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.6357 - reconstruction_loss: 33.6323 - kl_loss: 1.8125e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6357 - reconstruction_loss: 33.6325 - kl_loss: 1.8108e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6357 - reconstruction_loss: 33.6296 - kl_loss: 1.8094e-05


410/493 [=======================>......] - ETA: 2s - loss: 33.6357 - reconstruction_loss: 33.6330 - kl_loss: 1.8078e-05


413/493 [========================>.....] - ETA: 1s - loss: 33.6356 - reconstruction_loss: 33.6289 - kl_loss: 1.8058e-05


415/493 [========================>.....] - ETA: 1s - loss: 33.6356 - reconstruction_loss: 33.6281 - kl_loss: 1.8057e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.6355 - reconstruction_loss: 33.6294 - kl_loss: 1.8083e-05


420/493 [========================>.....] - ETA: 1s - loss: 33.6355 - reconstruction_loss: 33.6313 - kl_loss: 1.8117e-05


422/493 [========================>.....] - ETA: 1s - loss: 33.6355 - reconstruction_loss: 33.6308 - kl_loss: 1.8156e-05


424/493 [========================>.....] - ETA: 1s - loss: 33.6355 - reconstruction_loss: 33.6315 - kl_loss: 1.8197e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.6354 - reconstruction_loss: 33.6291 - kl_loss: 1.8238e-05


428/493 [=========================>....] - ETA: 1s - loss: 33.6354 - reconstruction_loss: 33.6261 - kl_loss: 1.8282e-05


430/493 [=========================>....] - ETA: 1s - loss: 33.6354 - reconstruction_loss: 33.6269 - kl_loss: 1.8326e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6353 - reconstruction_loss: 33.6265 - kl_loss: 1.8383e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6353 - reconstruction_loss: 33.6258 - kl_loss: 1.8406e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6352 - reconstruction_loss: 33.6266 - kl_loss: 1.8415e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6351 - reconstruction_loss: 33.6265 - kl_loss: 1.8402e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.6351 - reconstruction_loss: 33.6250 - kl_loss: 1.8378e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6350 - reconstruction_loss: 33.6252 - kl_loss: 1.8347e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6350 - reconstruction_loss: 33.6282 - kl_loss: 1.8318e-05


453/493 [==========================>...] - ETA: 0s - loss: 33.6349 - reconstruction_loss: 33.6335 - kl_loss: 1.8315e-05


455/493 [==========================>...] - ETA: 0s - loss: 33.6349 - reconstruction_loss: 33.6320 - kl_loss: 1.8337e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.6349 - reconstruction_loss: 33.6317 - kl_loss: 1.8378e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.6349 - reconstruction_loss: 33.6301 - kl_loss: 1.8445e-05


461/493 [===========================>..] - ETA: 0s - loss: 33.6349 - reconstruction_loss: 33.6279 - kl_loss: 1.8535e-05


464/493 [===========================>..] - ETA: 0s - loss: 33.6348 - reconstruction_loss: 33.6311 - kl_loss: 1.8696e-05


466/493 [===========================>..] - ETA: 0s - loss: 33.6348 - reconstruction_loss: 33.6292 - kl_loss: 1.8812e-05


469/493 [===========================>..] - ETA: 0s - loss: 33.6348 - reconstruction_loss: 33.6290 - kl_loss: 1.8982e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6347 - reconstruction_loss: 33.6292 - kl_loss: 1.9082e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6347 - reconstruction_loss: 33.6287 - kl_loss: 1.9196e-05


477/493 [============================>.] - ETA: 0s - loss: 33.6347 - reconstruction_loss: 33.6306 - kl_loss: 1.9258e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6347 - reconstruction_loss: 33.6294 - kl_loss: 1.9269e-05


481/493 [============================>.] - ETA: 0s - loss: 33.6346 - reconstruction_loss: 33.6310 - kl_loss: 1.9262e-05


483/493 [============================>.] - ETA: 0s - loss: 33.6346 - reconstruction_loss: 33.6318 - kl_loss: 1.9247e-05


485/493 [============================>.] - ETA: 0s - loss: 33.6346 - reconstruction_loss: 33.6285 - kl_loss: 1.9227e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6346 - reconstruction_loss: 33.6300 - kl_loss: 1.9193e-05


491/493 [============================>.] - ETA: 0s - loss: 33.6346 - reconstruction_loss: 33.6315 - kl_loss: 1.9157e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6343 - reconstruction_loss: 33.5759 - kl_loss: 1.9129e-05

Epoch 22/30

  1/493 [..............................] - ETA: 12s - loss: 33.4717 - reconstruction_loss: 33.4717 - kl_loss: 1.1325e-05


  3/493 [..............................] - ETA: 15s - loss: 33.2153 - reconstruction_loss: 33.0088 - kl_loss: 1.1057e-05


  5/493 [..............................] - ETA: 14s - loss: 33.1147 - reconstruction_loss: 32.8791 - kl_loss: 1.0568e-05


  7/493 [..............................] - ETA: 13s - loss: 33.0963 - reconstruction_loss: 33.0863 - kl_loss: 1.0324e-05


 10/493 [..............................] - ETA: 12s - loss: 33.0804 - reconstruction_loss: 33.0649 - kl_loss: 1.0249e-05


 12/493 [..............................] - ETA: 12s - loss: 33.0916 - reconstruction_loss: 33.1166 - kl_loss: 1.0031e-05


 14/493 [..............................] - ETA: 12s - loss: 33.1114 - reconstruction_loss: 33.2171 - kl_loss: 9.6474e-06


 17/493 [>.............................] - ETA: 12s - loss: 33.1245 - reconstruction_loss: 33.1729 - kl_loss: 9.1335e-06


 20/493 [>.............................] - ETA: 12s - loss: 33.1561 - reconstruction_loss: 33.3919 - kl_loss: 8.7202e-06


 23/493 [>.............................] - ETA: 11s - loss: 33.1863 - reconstruction_loss: 33.3945 - kl_loss: 8.4094e-06


 26/493 [>.............................] - ETA: 11s - loss: 33.2110 - reconstruction_loss: 33.4436 - kl_loss: 8.1784e-06


 29/493 [>.............................] - ETA: 11s - loss: 33.2385 - reconstruction_loss: 33.4949 - kl_loss: 8.0703e-06


 31/493 [>.............................] - ETA: 11s - loss: 33.2566 - reconstruction_loss: 33.5256 - kl_loss: 8.2187e-06


 33/493 [=>............................] - ETA: 11s - loss: 33.2721 - reconstruction_loss: 33.5044 - kl_loss: 8.5271e-06


 36/493 [=>............................] - ETA: 11s - loss: 33.2928 - reconstruction_loss: 33.5465 - kl_loss: 9.0491e-06


 39/493 [=>............................] - ETA: 11s - loss: 33.3135 - reconstruction_loss: 33.5757 - kl_loss: 9.6781e-06


 42/493 [=>............................] - ETA: 11s - loss: 33.3328 - reconstruction_loss: 33.5734 - kl_loss: 1.0498e-05


 45/493 [=>............................] - ETA: 11s - loss: 33.3496 - reconstruction_loss: 33.5872 - kl_loss: 1.1420e-05


 47/493 [=>............................] - ETA: 11s - loss: 33.3605 - reconstruction_loss: 33.6085 - kl_loss: 1.2052e-05


 49/493 [=>............................] - ETA: 11s - loss: 33.3711 - reconstruction_loss: 33.6236 - kl_loss: 1.2724e-05


 51/493 [==>...........................] - ETA: 10s - loss: 33.3805 - reconstruction_loss: 33.6084 - kl_loss: 1.3351e-05


 54/493 [==>...........................] - ETA: 10s - loss: 33.3927 - reconstruction_loss: 33.5838 - kl_loss: 1.4308e-05


 57/493 [==>...........................] - ETA: 10s - loss: 33.4026 - reconstruction_loss: 33.5698 - kl_loss: 1.5212e-05


 60/493 [==>...........................] - ETA: 10s - loss: 33.4116 - reconstruction_loss: 33.5940 - kl_loss: 1.5924e-05


 63/493 [==>...........................] - ETA: 10s - loss: 33.4207 - reconstruction_loss: 33.6036 - kl_loss: 1.6368e-05


 66/493 [===>..........................] - ETA: 10s - loss: 33.4288 - reconstruction_loss: 33.6021 - kl_loss: 1.6577e-05


 69/493 [===>..........................] - ETA: 10s - loss: 33.4359 - reconstruction_loss: 33.5905 - kl_loss: 1.6731e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.4405 - reconstruction_loss: 33.6010 - kl_loss: 1.6821e-05


 73/493 [===>..........................] - ETA: 10s - loss: 33.4449 - reconstruction_loss: 33.6063 - kl_loss: 1.6968e-05


 76/493 [===>..........................] - ETA: 10s - loss: 33.4518 - reconstruction_loss: 33.6249 - kl_loss: 1.7211e-05


 79/493 [===>..........................] - ETA: 10s - loss: 33.4591 - reconstruction_loss: 33.6485 - kl_loss: 1.7415e-05


 82/493 [===>..........................] - ETA: 10s - loss: 33.4660 - reconstruction_loss: 33.6503 - kl_loss: 1.7557e-05


 85/493 [====>.........................] - ETA: 10s - loss: 33.4719 - reconstruction_loss: 33.6328 - kl_loss: 1.7794e-05


 88/493 [====>.........................] - ETA: 9s - loss: 33.4773 - reconstruction_loss: 33.6340 - kl_loss: 1.8214e-05 


 91/493 [====>.........................] - ETA: 9s - loss: 33.4827 - reconstruction_loss: 33.6416 - kl_loss: 1.8845e-05


 94/493 [====>.........................] - ETA: 9s - loss: 33.4875 - reconstruction_loss: 33.6328 - kl_loss: 1.9598e-05


 97/493 [====>.........................] - ETA: 9s - loss: 33.4918 - reconstruction_loss: 33.6260 - kl_loss: 2.0285e-05


100/493 [=====>........................] - ETA: 9s - loss: 33.4962 - reconstruction_loss: 33.6344 - kl_loss: 2.0798e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.5000 - reconstruction_loss: 33.6242 - kl_loss: 2.1097e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.5039 - reconstruction_loss: 33.6373 - kl_loss: 2.1146e-05


109/493 [=====>........................] - ETA: 9s - loss: 33.5076 - reconstruction_loss: 33.6407 - kl_loss: 2.0988e-05


112/493 [=====>........................] - ETA: 9s - loss: 33.5111 - reconstruction_loss: 33.6289 - kl_loss: 2.0738e-05


114/493 [=====>........................] - ETA: 9s - loss: 33.5133 - reconstruction_loss: 33.6424 - kl_loss: 2.0597e-05


116/493 [======>.......................] - ETA: 9s - loss: 33.5155 - reconstruction_loss: 33.6392 - kl_loss: 2.0503e-05


119/493 [======>.......................] - ETA: 9s - loss: 33.5185 - reconstruction_loss: 33.6362 - kl_loss: 2.0419e-05


121/493 [======>.......................] - ETA: 9s - loss: 33.5206 - reconstruction_loss: 33.6463 - kl_loss: 2.0395e-05


124/493 [======>.......................] - ETA: 9s - loss: 33.5236 - reconstruction_loss: 33.6434 - kl_loss: 2.0439e-05


127/493 [======>.......................] - ETA: 9s - loss: 33.5266 - reconstruction_loss: 33.6523 - kl_loss: 2.0515e-05


130/493 [======>.......................] - ETA: 8s - loss: 33.5296 - reconstruction_loss: 33.6560 - kl_loss: 2.0557e-05


133/493 [=======>......................] - ETA: 8s - loss: 33.5324 - reconstruction_loss: 33.6541 - kl_loss: 2.0616e-05


136/493 [=======>......................] - ETA: 8s - loss: 33.5353 - reconstruction_loss: 33.6680 - kl_loss: 2.0701e-05


139/493 [=======>......................] - ETA: 8s - loss: 33.5381 - reconstruction_loss: 33.6648 - kl_loss: 2.0762e-05


142/493 [=======>......................] - ETA: 8s - loss: 33.5407 - reconstruction_loss: 33.6615 - kl_loss: 2.0786e-05


145/493 [=======>......................] - ETA: 8s - loss: 33.5431 - reconstruction_loss: 33.6544 - kl_loss: 2.0775e-05


148/493 [========>.....................] - ETA: 8s - loss: 33.5451 - reconstruction_loss: 33.6419 - kl_loss: 2.0706e-05


151/493 [========>.....................] - ETA: 8s - loss: 33.5470 - reconstruction_loss: 33.6350 - kl_loss: 2.0606e-05


154/493 [========>.....................] - ETA: 8s - loss: 33.5486 - reconstruction_loss: 33.6291 - kl_loss: 2.0474e-05


156/493 [========>.....................] - ETA: 8s - loss: 33.5497 - reconstruction_loss: 33.6346 - kl_loss: 2.0349e-05


158/493 [========>.....................] - ETA: 8s - loss: 33.5509 - reconstruction_loss: 33.6435 - kl_loss: 2.0204e-05


160/493 [========>.....................] - ETA: 8s - loss: 33.5520 - reconstruction_loss: 33.6479 - kl_loss: 2.0052e-05


162/493 [========>.....................] - ETA: 8s - loss: 33.5533 - reconstruction_loss: 33.6543 - kl_loss: 1.9904e-05


164/493 [========>.....................] - ETA: 8s - loss: 33.5545 - reconstruction_loss: 33.6473 - kl_loss: 1.9783e-05


167/493 [=========>....................] - ETA: 8s - loss: 33.5561 - reconstruction_loss: 33.6430 - kl_loss: 1.9621e-05


169/493 [=========>....................] - ETA: 8s - loss: 33.5572 - reconstruction_loss: 33.6468 - kl_loss: 1.9541e-05


171/493 [=========>....................] - ETA: 8s - loss: 33.5582 - reconstruction_loss: 33.6457 - kl_loss: 1.9519e-05


173/493 [=========>....................] - ETA: 8s - loss: 33.5592 - reconstruction_loss: 33.6424 - kl_loss: 1.9581e-05


175/493 [=========>....................] - ETA: 8s - loss: 33.5602 - reconstruction_loss: 33.6421 - kl_loss: 1.9720e-05


178/493 [=========>....................] - ETA: 7s - loss: 33.5615 - reconstruction_loss: 33.6330 - kl_loss: 1.9994e-05


181/493 [==========>...................] - ETA: 7s - loss: 33.5628 - reconstruction_loss: 33.6407 - kl_loss: 2.0226e-05


183/493 [==========>...................] - ETA: 7s - loss: 33.5636 - reconstruction_loss: 33.6403 - kl_loss: 2.0354e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.5645 - reconstruction_loss: 33.6401 - kl_loss: 2.0462e-05


187/493 [==========>...................] - ETA: 7s - loss: 33.5653 - reconstruction_loss: 33.6408 - kl_loss: 2.0557e-05


189/493 [==========>...................] - ETA: 7s - loss: 33.5661 - reconstruction_loss: 33.6415 - kl_loss: 2.0643e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.5669 - reconstruction_loss: 33.6425 - kl_loss: 2.0706e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.5680 - reconstruction_loss: 33.6316 - kl_loss: 2.0748e-05


197/493 [==========>...................] - ETA: 7s - loss: 33.5689 - reconstruction_loss: 33.6250 - kl_loss: 2.0744e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.5699 - reconstruction_loss: 33.6353 - kl_loss: 2.0730e-05


202/493 [===========>..................] - ETA: 7s - loss: 33.5705 - reconstruction_loss: 33.6370 - kl_loss: 2.0728e-05


205/493 [===========>..................] - ETA: 7s - loss: 33.5715 - reconstruction_loss: 33.6370 - kl_loss: 2.0741e-05


207/493 [===========>..................] - ETA: 7s - loss: 33.5721 - reconstruction_loss: 33.6332 - kl_loss: 2.0726e-05


210/493 [===========>..................] - ETA: 7s - loss: 33.5731 - reconstruction_loss: 33.6380 - kl_loss: 2.0641e-05


212/493 [===========>..................] - ETA: 7s - loss: 33.5737 - reconstruction_loss: 33.6371 - kl_loss: 2.0563e-05


214/493 [============>.................] - ETA: 7s - loss: 33.5743 - reconstruction_loss: 33.6392 - kl_loss: 2.0480e-05


217/493 [============>.................] - ETA: 6s - loss: 33.5752 - reconstruction_loss: 33.6423 - kl_loss: 2.0355e-05


219/493 [============>.................] - ETA: 6s - loss: 33.5758 - reconstruction_loss: 33.6439 - kl_loss: 2.0275e-05


221/493 [============>.................] - ETA: 6s - loss: 33.5764 - reconstruction_loss: 33.6403 - kl_loss: 2.0190e-05


223/493 [============>.................] - ETA: 6s - loss: 33.5770 - reconstruction_loss: 33.6390 - kl_loss: 2.0097e-05


225/493 [============>.................] - ETA: 6s - loss: 33.5775 - reconstruction_loss: 33.6365 - kl_loss: 2.0010e-05


228/493 [============>.................] - ETA: 6s - loss: 33.5783 - reconstruction_loss: 33.6416 - kl_loss: 1.9910e-05


230/493 [============>.................] - ETA: 6s - loss: 33.5789 - reconstruction_loss: 33.6498 - kl_loss: 1.9843e-05


232/493 [=============>................] - ETA: 6s - loss: 33.5795 - reconstruction_loss: 33.6503 - kl_loss: 1.9752e-05


234/493 [=============>................] - ETA: 6s - loss: 33.5801 - reconstruction_loss: 33.6475 - kl_loss: 1.9653e-05


237/493 [=============>................] - ETA: 6s - loss: 33.5809 - reconstruction_loss: 33.6478 - kl_loss: 1.9509e-05


240/493 [=============>................] - ETA: 6s - loss: 33.5818 - reconstruction_loss: 33.6462 - kl_loss: 1.9357e-05


243/493 [=============>................] - ETA: 6s - loss: 33.5826 - reconstruction_loss: 33.6494 - kl_loss: 1.9223e-05


246/493 [=============>................] - ETA: 6s - loss: 33.5834 - reconstruction_loss: 33.6483 - kl_loss: 1.9126e-05


248/493 [==============>...............] - ETA: 6s - loss: 33.5839 - reconstruction_loss: 33.6437 - kl_loss: 1.9080e-05


250/493 [==============>...............] - ETA: 6s - loss: 33.5844 - reconstruction_loss: 33.6473 - kl_loss: 1.9056e-05


253/493 [==============>...............] - ETA: 6s - loss: 33.5851 - reconstruction_loss: 33.6497 - kl_loss: 1.9053e-05


256/493 [==============>...............] - ETA: 6s - loss: 33.5859 - reconstruction_loss: 33.6505 - kl_loss: 1.9086e-05


259/493 [==============>...............] - ETA: 5s - loss: 33.5867 - reconstruction_loss: 33.6523 - kl_loss: 1.9157e-05


262/493 [==============>...............] - ETA: 5s - loss: 33.5874 - reconstruction_loss: 33.6470 - kl_loss: 1.9231e-05


265/493 [===============>..............] - ETA: 5s - loss: 33.5880 - reconstruction_loss: 33.6450 - kl_loss: 1.9284e-05


268/493 [===============>..............] - ETA: 5s - loss: 33.5887 - reconstruction_loss: 33.6464 - kl_loss: 1.9314e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.5892 - reconstruction_loss: 33.6366 - kl_loss: 1.9313e-05


274/493 [===============>..............] - ETA: 5s - loss: 33.5897 - reconstruction_loss: 33.6376 - kl_loss: 1.9280e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.5901 - reconstruction_loss: 33.6347 - kl_loss: 1.9244e-05


279/493 [===============>..............] - ETA: 5s - loss: 33.5905 - reconstruction_loss: 33.6262 - kl_loss: 1.9191e-05


282/493 [================>.............] - ETA: 5s - loss: 33.5910 - reconstruction_loss: 33.6358 - kl_loss: 1.9181e-05


284/493 [================>.............] - ETA: 5s - loss: 33.5913 - reconstruction_loss: 33.6386 - kl_loss: 1.9162e-05


287/493 [================>.............] - ETA: 5s - loss: 33.5918 - reconstruction_loss: 33.6355 - kl_loss: 1.9143e-05


289/493 [================>.............] - ETA: 5s - loss: 33.5921 - reconstruction_loss: 33.6329 - kl_loss: 1.9167e-05


292/493 [================>.............] - ETA: 5s - loss: 33.5925 - reconstruction_loss: 33.6314 - kl_loss: 1.9284e-05


295/493 [================>.............] - ETA: 5s - loss: 33.5928 - reconstruction_loss: 33.6269 - kl_loss: 1.9524e-05


298/493 [=================>............] - ETA: 4s - loss: 33.5931 - reconstruction_loss: 33.6263 - kl_loss: 1.9872e-05


300/493 [=================>............] - ETA: 4s - loss: 33.5934 - reconstruction_loss: 33.6291 - kl_loss: 2.0108e-05


303/493 [=================>............] - ETA: 4s - loss: 33.5937 - reconstruction_loss: 33.6275 - kl_loss: 2.0428e-05


306/493 [=================>............] - ETA: 4s - loss: 33.5941 - reconstruction_loss: 33.6329 - kl_loss: 2.0693e-05


308/493 [=================>............] - ETA: 4s - loss: 33.5943 - reconstruction_loss: 33.6289 - kl_loss: 2.0866e-05


311/493 [=================>............] - ETA: 4s - loss: 33.5947 - reconstruction_loss: 33.6264 - kl_loss: 2.1118e-05


313/493 [==================>...........] - ETA: 4s - loss: 33.5948 - reconstruction_loss: 33.6217 - kl_loss: 2.1288e-05


316/493 [==================>...........] - ETA: 4s - loss: 33.5951 - reconstruction_loss: 33.6179 - kl_loss: 2.1515e-05


319/493 [==================>...........] - ETA: 4s - loss: 33.5953 - reconstruction_loss: 33.6202 - kl_loss: 2.1687e-05


322/493 [==================>...........] - ETA: 4s - loss: 33.5956 - reconstruction_loss: 33.6203 - kl_loss: 2.1812e-05


325/493 [==================>...........] - ETA: 4s - loss: 33.5958 - reconstruction_loss: 33.6175 - kl_loss: 2.1879e-05


328/493 [==================>...........] - ETA: 4s - loss: 33.5959 - reconstruction_loss: 33.6140 - kl_loss: 2.1885e-05


331/493 [===================>..........] - ETA: 4s - loss: 33.5961 - reconstruction_loss: 33.6160 - kl_loss: 2.1843e-05


334/493 [===================>..........] - ETA: 4s - loss: 33.5963 - reconstruction_loss: 33.6168 - kl_loss: 2.1780e-05


337/493 [===================>..........] - ETA: 3s - loss: 33.5965 - reconstruction_loss: 33.6155 - kl_loss: 2.1707e-05


340/493 [===================>..........] - ETA: 3s - loss: 33.5966 - reconstruction_loss: 33.6198 - kl_loss: 2.1645e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.5969 - reconstruction_loss: 33.6203 - kl_loss: 2.1607e-05


346/493 [====================>.........] - ETA: 3s - loss: 33.5970 - reconstruction_loss: 33.6172 - kl_loss: 2.1618e-05


349/493 [====================>.........] - ETA: 3s - loss: 33.5972 - reconstruction_loss: 33.6196 - kl_loss: 2.1685e-05


351/493 [====================>.........] - ETA: 3s - loss: 33.5974 - reconstruction_loss: 33.6221 - kl_loss: 2.1731e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.5975 - reconstruction_loss: 33.6213 - kl_loss: 2.1769e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.5977 - reconstruction_loss: 33.6191 - kl_loss: 2.1827e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.5978 - reconstruction_loss: 33.6217 - kl_loss: 2.1867e-05


360/493 [====================>.........] - ETA: 3s - loss: 33.5980 - reconstruction_loss: 33.6196 - kl_loss: 2.1903e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.5981 - reconstruction_loss: 33.6221 - kl_loss: 2.1931e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.5982 - reconstruction_loss: 33.6217 - kl_loss: 2.1924e-05


366/493 [=====================>........] - ETA: 3s - loss: 33.5984 - reconstruction_loss: 33.6235 - kl_loss: 2.1884e-05


368/493 [=====================>........] - ETA: 3s - loss: 33.5985 - reconstruction_loss: 33.6220 - kl_loss: 2.1829e-05


370/493 [=====================>........] - ETA: 3s - loss: 33.5986 - reconstruction_loss: 33.6269 - kl_loss: 2.1778e-05


372/493 [=====================>........] - ETA: 3s - loss: 33.5988 - reconstruction_loss: 33.6297 - kl_loss: 2.1754e-05


374/493 [=====================>........] - ETA: 3s - loss: 33.5990 - reconstruction_loss: 33.6289 - kl_loss: 2.1774e-05


376/493 [=====================>........] - ETA: 2s - loss: 33.5991 - reconstruction_loss: 33.6293 - kl_loss: 2.1830e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.5993 - reconstruction_loss: 33.6288 - kl_loss: 2.1896e-05


380/493 [======================>.......] - ETA: 2s - loss: 33.5995 - reconstruction_loss: 33.6321 - kl_loss: 2.1961e-05


382/493 [======================>.......] - ETA: 2s - loss: 33.5996 - reconstruction_loss: 33.6300 - kl_loss: 2.2045e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.5998 - reconstruction_loss: 33.6316 - kl_loss: 2.2149e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.5999 - reconstruction_loss: 33.6285 - kl_loss: 2.2272e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6001 - reconstruction_loss: 33.6317 - kl_loss: 2.2396e-05


390/493 [======================>.......] - ETA: 2s - loss: 33.6002 - reconstruction_loss: 33.6276 - kl_loss: 2.2519e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6004 - reconstruction_loss: 33.6279 - kl_loss: 2.2632e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6005 - reconstruction_loss: 33.6303 - kl_loss: 2.2724e-05


396/493 [=======================>......] - ETA: 2s - loss: 33.6007 - reconstruction_loss: 33.6291 - kl_loss: 2.2797e-05


399/493 [=======================>......] - ETA: 2s - loss: 33.6009 - reconstruction_loss: 33.6343 - kl_loss: 2.2872e-05


401/493 [=======================>......] - ETA: 2s - loss: 33.6011 - reconstruction_loss: 33.6326 - kl_loss: 2.2893e-05


404/493 [=======================>......] - ETA: 2s - loss: 33.6013 - reconstruction_loss: 33.6312 - kl_loss: 2.2892e-05


407/493 [=======================>......] - ETA: 2s - loss: 33.6015 - reconstruction_loss: 33.6321 - kl_loss: 2.2858e-05


410/493 [=======================>......] - ETA: 2s - loss: 33.6017 - reconstruction_loss: 33.6326 - kl_loss: 2.2795e-05


412/493 [========================>.....] - ETA: 2s - loss: 33.6019 - reconstruction_loss: 33.6331 - kl_loss: 2.2735e-05


414/493 [========================>.....] - ETA: 2s - loss: 33.6020 - reconstruction_loss: 33.6309 - kl_loss: 2.2667e-05


416/493 [========================>.....] - ETA: 1s - loss: 33.6022 - reconstruction_loss: 33.6280 - kl_loss: 2.2593e-05


419/493 [========================>.....] - ETA: 1s - loss: 33.6024 - reconstruction_loss: 33.6294 - kl_loss: 2.2473e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6025 - reconstruction_loss: 33.6309 - kl_loss: 2.2392e-05


424/493 [========================>.....] - ETA: 1s - loss: 33.6027 - reconstruction_loss: 33.6333 - kl_loss: 2.2292e-05


427/493 [========================>.....] - ETA: 1s - loss: 33.6029 - reconstruction_loss: 33.6313 - kl_loss: 2.2232e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6030 - reconstruction_loss: 33.6298 - kl_loss: 2.2209e-05


432/493 [=========================>....] - ETA: 1s - loss: 33.6032 - reconstruction_loss: 33.6315 - kl_loss: 2.2183e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6034 - reconstruction_loss: 33.6316 - kl_loss: 2.2150e-05


437/493 [=========================>....] - ETA: 1s - loss: 33.6036 - reconstruction_loss: 33.6358 - kl_loss: 2.2122e-05


440/493 [=========================>....] - ETA: 1s - loss: 33.6038 - reconstruction_loss: 33.6369 - kl_loss: 2.2078e-05


443/493 [=========================>....] - ETA: 1s - loss: 33.6040 - reconstruction_loss: 33.6347 - kl_loss: 2.2028e-05


446/493 [==========================>...] - ETA: 1s - loss: 33.6042 - reconstruction_loss: 33.6317 - kl_loss: 2.1961e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.6044 - reconstruction_loss: 33.6337 - kl_loss: 2.1914e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.6045 - reconstruction_loss: 33.6322 - kl_loss: 2.1846e-05


453/493 [==========================>...] - ETA: 1s - loss: 33.6047 - reconstruction_loss: 33.6322 - kl_loss: 2.1806e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6049 - reconstruction_loss: 33.6342 - kl_loss: 2.1755e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.6050 - reconstruction_loss: 33.6337 - kl_loss: 2.1724e-05


461/493 [===========================>..] - ETA: 0s - loss: 33.6052 - reconstruction_loss: 33.6316 - kl_loss: 2.1710e-05


463/493 [===========================>..] - ETA: 0s - loss: 33.6053 - reconstruction_loss: 33.6313 - kl_loss: 2.1695e-05


466/493 [===========================>..] - ETA: 0s - loss: 33.6054 - reconstruction_loss: 33.6325 - kl_loss: 2.1669e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6056 - reconstruction_loss: 33.6343 - kl_loss: 2.1654e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6058 - reconstruction_loss: 33.6350 - kl_loss: 2.1641e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6060 - reconstruction_loss: 33.6382 - kl_loss: 2.1637e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6061 - reconstruction_loss: 33.6404 - kl_loss: 2.1641e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6063 - reconstruction_loss: 33.6381 - kl_loss: 2.1635e-05


481/493 [============================>.] - ETA: 0s - loss: 33.6065 - reconstruction_loss: 33.6403 - kl_loss: 2.1619e-05


483/493 [============================>.] - ETA: 0s - loss: 33.6066 - reconstruction_loss: 33.6393 - kl_loss: 2.1599e-05


485/493 [============================>.] - ETA: 0s - loss: 33.6067 - reconstruction_loss: 33.6337 - kl_loss: 2.1574e-05


487/493 [============================>.] - ETA: 0s - loss: 33.6068 - reconstruction_loss: 33.6351 - kl_loss: 2.1545e-05


489/493 [============================>.] - ETA: 0s - loss: 33.6069 - reconstruction_loss: 33.6358 - kl_loss: 2.1518e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6071 - reconstruction_loss: 33.6338 - kl_loss: 2.1503e-05


493/493 [==============================] - 13s 25ms/step - loss: 33.6070 - reconstruction_loss: 33.5786 - kl_loss: 2.1504e-05

Epoch 23/30

  1/493 [..............................] - ETA: 11s - loss: 34.6788 - reconstruction_loss: 34.6788 - kl_loss: 2.3365e-05


  4/493 [..............................] - ETA: 11s - loss: 34.2221 - reconstruction_loss: 33.6807 - kl_loss: 2.3879e-05


  6/493 [..............................] - ETA: 12s - loss: 34.0270 - reconstruction_loss: 33.6904 - kl_loss: 2.3122e-05


  8/493 [..............................] - ETA: 12s - loss: 33.9751 - reconstruction_loss: 33.8759 - kl_loss: 2.2169e-05


 10/493 [..............................] - ETA: 12s - loss: 33.9536 - reconstruction_loss: 33.8297 - kl_loss: 2.1064e-05


 12/493 [..............................] - ETA: 12s - loss: 33.9132 - reconstruction_loss: 33.7265 - kl_loss: 2.0037e-05


 14/493 [..............................] - ETA: 12s - loss: 33.8748 - reconstruction_loss: 33.6273 - kl_loss: 1.9154e-05


 16/493 [..............................] - ETA: 12s - loss: 33.8573 - reconstruction_loss: 33.7720 - kl_loss: 1.8638e-05


 19/493 [>.............................] - ETA: 12s - loss: 33.8349 - reconstruction_loss: 33.7181 - kl_loss: 1.8440e-05


 22/493 [>.............................] - ETA: 11s - loss: 33.8174 - reconstruction_loss: 33.7028 - kl_loss: 1.8526e-05


 25/493 [>.............................] - ETA: 11s - loss: 33.7953 - reconstruction_loss: 33.6235 - kl_loss: 1.8584e-05


 28/493 [>.............................] - ETA: 11s - loss: 33.7800 - reconstruction_loss: 33.6533 - kl_loss: 1.8598e-05


 31/493 [>.............................] - ETA: 11s - loss: 33.7655 - reconstruction_loss: 33.6162 - kl_loss: 1.8708e-05


 34/493 [=>............................] - ETA: 11s - loss: 33.7527 - reconstruction_loss: 33.6306 - kl_loss: 1.8786e-05


 36/493 [=>............................] - ETA: 11s - loss: 33.7458 - reconstruction_loss: 33.6325 - kl_loss: 1.8793e-05


 38/493 [=>............................] - ETA: 11s - loss: 33.7406 - reconstruction_loss: 33.6510 - kl_loss: 1.8873e-05


 41/493 [=>............................] - ETA: 11s - loss: 33.7320 - reconstruction_loss: 33.6254 - kl_loss: 1.9158e-05


 44/493 [=>............................] - ETA: 11s - loss: 33.7270 - reconstruction_loss: 33.6816 - kl_loss: 1.9553e-05


 47/493 [=>............................] - ETA: 11s - loss: 33.7247 - reconstruction_loss: 33.6965 - kl_loss: 1.9819e-05


 49/493 [=>............................] - ETA: 11s - loss: 33.7233 - reconstruction_loss: 33.6834 - kl_loss: 1.9850e-05


 51/493 [==>...........................] - ETA: 11s - loss: 33.7215 - reconstruction_loss: 33.6647 - kl_loss: 1.9780e-05


 53/493 [==>...........................] - ETA: 11s - loss: 33.7193 - reconstruction_loss: 33.6695 - kl_loss: 1.9613e-05


 55/493 [==>...........................] - ETA: 11s - loss: 33.7171 - reconstruction_loss: 33.6545 - kl_loss: 1.9388e-05


 58/493 [==>...........................] - ETA: 10s - loss: 33.7146 - reconstruction_loss: 33.6806 - kl_loss: 1.9071e-05


 60/493 [==>...........................] - ETA: 10s - loss: 33.7137 - reconstruction_loss: 33.6856 - kl_loss: 1.8884e-05


 62/493 [==>...........................] - ETA: 10s - loss: 33.7130 - reconstruction_loss: 33.6906 - kl_loss: 1.8792e-05


 64/493 [==>...........................] - ETA: 10s - loss: 33.7125 - reconstruction_loss: 33.6948 - kl_loss: 1.8823e-05


 67/493 [===>..........................] - ETA: 10s - loss: 33.7122 - reconstruction_loss: 33.7148 - kl_loss: 1.8969e-05


 70/493 [===>..........................] - ETA: 10s - loss: 33.7119 - reconstruction_loss: 33.7018 - kl_loss: 1.9183e-05


 73/493 [===>..........................] - ETA: 10s - loss: 33.7115 - reconstruction_loss: 33.6987 - kl_loss: 1.9466e-05


 76/493 [===>..........................] - ETA: 10s - loss: 33.7111 - reconstruction_loss: 33.6980 - kl_loss: 1.9710e-05


 79/493 [===>..........................] - ETA: 10s - loss: 33.7106 - reconstruction_loss: 33.7043 - kl_loss: 1.9860e-05


 82/493 [===>..........................] - ETA: 10s - loss: 33.7104 - reconstruction_loss: 33.7018 - kl_loss: 1.9904e-05


 85/493 [====>.........................] - ETA: 10s - loss: 33.7098 - reconstruction_loss: 33.6968 - kl_loss: 1.9825e-05


 88/493 [====>.........................] - ETA: 10s - loss: 33.7093 - reconstruction_loss: 33.6918 - kl_loss: 1.9599e-05


 91/493 [====>.........................] - ETA: 10s - loss: 33.7090 - reconstruction_loss: 33.7037 - kl_loss: 1.9298e-05


 94/493 [====>.........................] - ETA: 9s - loss: 33.7089 - reconstruction_loss: 33.7057 - kl_loss: 1.9033e-05 


 97/493 [====>.........................] - ETA: 9s - loss: 33.7085 - reconstruction_loss: 33.7023 - kl_loss: 1.8817e-05


100/493 [=====>........................] - ETA: 9s - loss: 33.7082 - reconstruction_loss: 33.6970 - kl_loss: 1.8679e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.7078 - reconstruction_loss: 33.6929 - kl_loss: 1.8593e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.7072 - reconstruction_loss: 33.6839 - kl_loss: 1.8532e-05


109/493 [=====>........................] - ETA: 9s - loss: 33.7067 - reconstruction_loss: 33.7006 - kl_loss: 1.8574e-05


112/493 [=====>........................] - ETA: 9s - loss: 33.7066 - reconstruction_loss: 33.6981 - kl_loss: 1.8674e-05


115/493 [=====>........................] - ETA: 9s - loss: 33.7060 - reconstruction_loss: 33.6837 - kl_loss: 1.8794e-05


118/493 [======>.......................] - ETA: 9s - loss: 33.7054 - reconstruction_loss: 33.6833 - kl_loss: 1.8913e-05


121/493 [======>.......................] - ETA: 9s - loss: 33.7049 - reconstruction_loss: 33.6796 - kl_loss: 1.9093e-05


124/493 [======>.......................] - ETA: 9s - loss: 33.7041 - reconstruction_loss: 33.6680 - kl_loss: 1.9344e-05


127/493 [======>.......................] - ETA: 8s - loss: 33.7033 - reconstruction_loss: 33.6704 - kl_loss: 1.9678e-05


130/493 [======>.......................] - ETA: 8s - loss: 33.7024 - reconstruction_loss: 33.6625 - kl_loss: 2.0000e-05


133/493 [=======>......................] - ETA: 8s - loss: 33.7015 - reconstruction_loss: 33.6674 - kl_loss: 2.0208e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.7009 - reconstruction_loss: 33.6588 - kl_loss: 2.0269e-05


138/493 [=======>......................] - ETA: 8s - loss: 33.7000 - reconstruction_loss: 33.6542 - kl_loss: 2.0215e-05


141/493 [=======>......................] - ETA: 8s - loss: 33.6991 - reconstruction_loss: 33.6606 - kl_loss: 2.0039e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.6983 - reconstruction_loss: 33.6687 - kl_loss: 1.9840e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.6976 - reconstruction_loss: 33.6616 - kl_loss: 1.9684e-05


149/493 [========>.....................] - ETA: 8s - loss: 33.6972 - reconstruction_loss: 33.6648 - kl_loss: 1.9650e-05


152/493 [========>.....................] - ETA: 8s - loss: 33.6965 - reconstruction_loss: 33.6634 - kl_loss: 1.9745e-05


155/493 [========>.....................] - ETA: 8s - loss: 33.6959 - reconstruction_loss: 33.6630 - kl_loss: 2.0035e-05


157/493 [========>.....................] - ETA: 8s - loss: 33.6955 - reconstruction_loss: 33.6646 - kl_loss: 2.0302e-05


160/493 [========>.....................] - ETA: 8s - loss: 33.6949 - reconstruction_loss: 33.6581 - kl_loss: 2.0879e-05


162/493 [========>.....................] - ETA: 8s - loss: 33.6944 - reconstruction_loss: 33.6596 - kl_loss: 2.1341e-05


165/493 [=========>....................] - ETA: 8s - loss: 33.6939 - reconstruction_loss: 33.6641 - kl_loss: 2.1980e-05


168/493 [=========>....................] - ETA: 7s - loss: 33.6932 - reconstruction_loss: 33.6560 - kl_loss: 2.2467e-05


171/493 [=========>....................] - ETA: 7s - loss: 33.6924 - reconstruction_loss: 33.6440 - kl_loss: 2.2758e-05


174/493 [=========>....................] - ETA: 7s - loss: 33.6918 - reconstruction_loss: 33.6523 - kl_loss: 2.2866e-05


177/493 [=========>....................] - ETA: 7s - loss: 33.6910 - reconstruction_loss: 33.6438 - kl_loss: 2.2836e-05


180/493 [=========>....................] - ETA: 7s - loss: 33.6903 - reconstruction_loss: 33.6435 - kl_loss: 2.2754e-05


183/493 [==========>...................] - ETA: 7s - loss: 33.6894 - reconstruction_loss: 33.6394 - kl_loss: 2.2683e-05


186/493 [==========>...................] - ETA: 7s - loss: 33.6887 - reconstruction_loss: 33.6479 - kl_loss: 2.2742e-05


189/493 [==========>...................] - ETA: 7s - loss: 33.6879 - reconstruction_loss: 33.6426 - kl_loss: 2.2952e-05


192/493 [==========>...................] - ETA: 7s - loss: 33.6873 - reconstruction_loss: 33.6478 - kl_loss: 2.3239e-05


195/493 [==========>...................] - ETA: 7s - loss: 33.6867 - reconstruction_loss: 33.6464 - kl_loss: 2.3524e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.6861 - reconstruction_loss: 33.6477 - kl_loss: 2.3721e-05


201/493 [===========>..................] - ETA: 7s - loss: 33.6856 - reconstruction_loss: 33.6565 - kl_loss: 2.3804e-05


204/493 [===========>..................] - ETA: 7s - loss: 33.6851 - reconstruction_loss: 33.6493 - kl_loss: 2.3804e-05


207/493 [===========>..................] - ETA: 6s - loss: 33.6846 - reconstruction_loss: 33.6500 - kl_loss: 2.3703e-05


210/493 [===========>..................] - ETA: 6s - loss: 33.6840 - reconstruction_loss: 33.6423 - kl_loss: 2.3549e-05


213/493 [===========>..................] - ETA: 6s - loss: 33.6834 - reconstruction_loss: 33.6402 - kl_loss: 2.3389e-05


215/493 [============>.................] - ETA: 6s - loss: 33.6830 - reconstruction_loss: 33.6445 - kl_loss: 2.3314e-05


217/493 [============>.................] - ETA: 6s - loss: 33.6827 - reconstruction_loss: 33.6430 - kl_loss: 2.3254e-05


219/493 [============>.................] - ETA: 6s - loss: 33.6823 - reconstruction_loss: 33.6412 - kl_loss: 2.3200e-05


221/493 [============>.................] - ETA: 6s - loss: 33.6819 - reconstruction_loss: 33.6439 - kl_loss: 2.3157e-05


224/493 [============>.................] - ETA: 6s - loss: 33.6813 - reconstruction_loss: 33.6349 - kl_loss: 2.3090e-05


227/493 [============>.................] - ETA: 6s - loss: 33.6807 - reconstruction_loss: 33.6293 - kl_loss: 2.3014e-05


229/493 [============>.................] - ETA: 6s - loss: 33.6802 - reconstruction_loss: 33.6247 - kl_loss: 2.2941e-05


231/493 [=============>................] - ETA: 6s - loss: 33.6798 - reconstruction_loss: 33.6314 - kl_loss: 2.2856e-05


233/493 [=============>................] - ETA: 6s - loss: 33.6793 - reconstruction_loss: 33.6300 - kl_loss: 2.2792e-05


235/493 [=============>................] - ETA: 6s - loss: 33.6789 - reconstruction_loss: 33.6314 - kl_loss: 2.2759e-05


238/493 [=============>................] - ETA: 6s - loss: 33.6783 - reconstruction_loss: 33.6340 - kl_loss: 2.2764e-05


241/493 [=============>................] - ETA: 6s - loss: 33.6777 - reconstruction_loss: 33.6279 - kl_loss: 2.2812e-05


244/493 [=============>................] - ETA: 6s - loss: 33.6772 - reconstruction_loss: 33.6371 - kl_loss: 2.2878e-05


247/493 [==============>...............] - ETA: 6s - loss: 33.6768 - reconstruction_loss: 33.6379 - kl_loss: 2.2991e-05


250/493 [==============>...............] - ETA: 5s - loss: 33.6763 - reconstruction_loss: 33.6350 - kl_loss: 2.3256e-05


253/493 [==============>...............] - ETA: 5s - loss: 33.6758 - reconstruction_loss: 33.6328 - kl_loss: 2.3644e-05


256/493 [==============>...............] - ETA: 5s - loss: 33.6753 - reconstruction_loss: 33.6356 - kl_loss: 2.4003e-05


258/493 [==============>...............] - ETA: 5s - loss: 33.6749 - reconstruction_loss: 33.6322 - kl_loss: 2.4163e-05


261/493 [==============>...............] - ETA: 5s - loss: 33.6744 - reconstruction_loss: 33.6343 - kl_loss: 2.4265e-05


264/493 [===============>..............] - ETA: 5s - loss: 33.6740 - reconstruction_loss: 33.6321 - kl_loss: 2.4302e-05


267/493 [===============>..............] - ETA: 5s - loss: 33.6735 - reconstruction_loss: 33.6273 - kl_loss: 2.4369e-05


270/493 [===============>..............] - ETA: 5s - loss: 33.6730 - reconstruction_loss: 33.6261 - kl_loss: 2.4483e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.6725 - reconstruction_loss: 33.6332 - kl_loss: 2.4641e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.6721 - reconstruction_loss: 33.6372 - kl_loss: 2.4833e-05


279/493 [===============>..............] - ETA: 5s - loss: 33.6718 - reconstruction_loss: 33.6443 - kl_loss: 2.5038e-05


282/493 [================>.............] - ETA: 5s - loss: 33.6715 - reconstruction_loss: 33.6492 - kl_loss: 2.5258e-05


285/493 [================>.............] - ETA: 5s - loss: 33.6713 - reconstruction_loss: 33.6455 - kl_loss: 2.5474e-05


287/493 [================>.............] - ETA: 5s - loss: 33.6711 - reconstruction_loss: 33.6404 - kl_loss: 2.5592e-05


290/493 [================>.............] - ETA: 4s - loss: 33.6708 - reconstruction_loss: 33.6452 - kl_loss: 2.5697e-05


292/493 [================>.............] - ETA: 4s - loss: 33.6706 - reconstruction_loss: 33.6414 - kl_loss: 2.5708e-05


295/493 [================>.............] - ETA: 4s - loss: 33.6703 - reconstruction_loss: 33.6429 - kl_loss: 2.5668e-05


297/493 [=================>............] - ETA: 4s - loss: 33.6701 - reconstruction_loss: 33.6435 - kl_loss: 2.5626e-05


300/493 [=================>............] - ETA: 4s - loss: 33.6699 - reconstruction_loss: 33.6405 - kl_loss: 2.5559e-05


303/493 [=================>............] - ETA: 4s - loss: 33.6696 - reconstruction_loss: 33.6425 - kl_loss: 2.5479e-05


306/493 [=================>............] - ETA: 4s - loss: 33.6693 - reconstruction_loss: 33.6441 - kl_loss: 2.5380e-05


309/493 [=================>............] - ETA: 4s - loss: 33.6691 - reconstruction_loss: 33.6433 - kl_loss: 2.5272e-05


312/493 [=================>............] - ETA: 4s - loss: 33.6688 - reconstruction_loss: 33.6410 - kl_loss: 2.5160e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.6686 - reconstruction_loss: 33.6431 - kl_loss: 2.5089e-05


316/493 [==================>...........] - ETA: 4s - loss: 33.6685 - reconstruction_loss: 33.6382 - kl_loss: 2.5019e-05


318/493 [==================>...........] - ETA: 4s - loss: 33.6683 - reconstruction_loss: 33.6377 - kl_loss: 2.4943e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.6681 - reconstruction_loss: 33.6360 - kl_loss: 2.4863e-05


323/493 [==================>...........] - ETA: 4s - loss: 33.6677 - reconstruction_loss: 33.6327 - kl_loss: 2.4736e-05


326/493 [==================>...........] - ETA: 4s - loss: 33.6674 - reconstruction_loss: 33.6303 - kl_loss: 2.4612e-05


329/493 [===================>..........] - ETA: 4s - loss: 33.6671 - reconstruction_loss: 33.6341 - kl_loss: 2.4496e-05


332/493 [===================>..........] - ETA: 3s - loss: 33.6668 - reconstruction_loss: 33.6374 - kl_loss: 2.4404e-05


334/493 [===================>..........] - ETA: 3s - loss: 33.6666 - reconstruction_loss: 33.6367 - kl_loss: 2.4358e-05


337/493 [===================>..........] - ETA: 3s - loss: 33.6663 - reconstruction_loss: 33.6333 - kl_loss: 2.4302e-05


339/493 [===================>..........] - ETA: 3s - loss: 33.6661 - reconstruction_loss: 33.6287 - kl_loss: 2.4260e-05


342/493 [===================>..........] - ETA: 3s - loss: 33.6658 - reconstruction_loss: 33.6255 - kl_loss: 2.4170e-05


344/493 [===================>..........] - ETA: 3s - loss: 33.6655 - reconstruction_loss: 33.6239 - kl_loss: 2.4097e-05


346/493 [====================>.........] - ETA: 3s - loss: 33.6652 - reconstruction_loss: 33.6196 - kl_loss: 2.4016e-05


349/493 [====================>.........] - ETA: 3s - loss: 33.6648 - reconstruction_loss: 33.6137 - kl_loss: 2.3882e-05


352/493 [====================>.........] - ETA: 3s - loss: 33.6644 - reconstruction_loss: 33.6131 - kl_loss: 2.3733e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6639 - reconstruction_loss: 33.6081 - kl_loss: 2.3575e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.6635 - reconstruction_loss: 33.6079 - kl_loss: 2.3415e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.6630 - reconstruction_loss: 33.6074 - kl_loss: 2.3263e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.6625 - reconstruction_loss: 33.6025 - kl_loss: 2.3133e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.6620 - reconstruction_loss: 33.6025 - kl_loss: 2.3029e-05


369/493 [=====================>........] - ETA: 3s - loss: 33.6617 - reconstruction_loss: 33.6037 - kl_loss: 2.2976e-05


372/493 [=====================>........] - ETA: 2s - loss: 33.6612 - reconstruction_loss: 33.6036 - kl_loss: 2.2922e-05


375/493 [=====================>........] - ETA: 2s - loss: 33.6608 - reconstruction_loss: 33.6024 - kl_loss: 2.2889e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.6603 - reconstruction_loss: 33.6039 - kl_loss: 2.2867e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.6599 - reconstruction_loss: 33.6023 - kl_loss: 2.2867e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.6594 - reconstruction_loss: 33.6051 - kl_loss: 2.2872e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.6591 - reconstruction_loss: 33.6067 - kl_loss: 2.2867e-05


389/493 [======================>.......] - ETA: 2s - loss: 33.6587 - reconstruction_loss: 33.6076 - kl_loss: 2.2840e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6584 - reconstruction_loss: 33.6078 - kl_loss: 2.2784e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6581 - reconstruction_loss: 33.6077 - kl_loss: 2.2738e-05


396/493 [=======================>......] - ETA: 2s - loss: 33.6578 - reconstruction_loss: 33.6068 - kl_loss: 2.2697e-05


398/493 [=======================>......] - ETA: 2s - loss: 33.6575 - reconstruction_loss: 33.5979 - kl_loss: 2.2666e-05


401/493 [=======================>......] - ETA: 2s - loss: 33.6571 - reconstruction_loss: 33.6004 - kl_loss: 2.2626e-05


404/493 [=======================>......] - ETA: 2s - loss: 33.6567 - reconstruction_loss: 33.5945 - kl_loss: 2.2593e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6563 - reconstruction_loss: 33.5924 - kl_loss: 2.2577e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6560 - reconstruction_loss: 33.5917 - kl_loss: 2.2565e-05


411/493 [========================>.....] - ETA: 2s - loss: 33.6556 - reconstruction_loss: 33.5906 - kl_loss: 2.2547e-05


414/493 [========================>.....] - ETA: 1s - loss: 33.6551 - reconstruction_loss: 33.5910 - kl_loss: 2.2540e-05


417/493 [========================>.....] - ETA: 1s - loss: 33.6546 - reconstruction_loss: 33.5955 - kl_loss: 2.2554e-05


420/493 [========================>.....] - ETA: 1s - loss: 33.6542 - reconstruction_loss: 33.5929 - kl_loss: 2.2577e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6538 - reconstruction_loss: 33.5915 - kl_loss: 2.2589e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.6534 - reconstruction_loss: 33.5940 - kl_loss: 2.2592e-05


428/493 [=========================>....] - ETA: 1s - loss: 33.6531 - reconstruction_loss: 33.5934 - kl_loss: 2.2591e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6527 - reconstruction_loss: 33.5955 - kl_loss: 2.2599e-05


434/493 [=========================>....] - ETA: 1s - loss: 33.6523 - reconstruction_loss: 33.6009 - kl_loss: 2.2615e-05


436/493 [=========================>....] - ETA: 1s - loss: 33.6521 - reconstruction_loss: 33.5997 - kl_loss: 2.2621e-05


439/493 [=========================>....] - ETA: 1s - loss: 33.6517 - reconstruction_loss: 33.5992 - kl_loss: 2.2641e-05


442/493 [=========================>....] - ETA: 1s - loss: 33.6514 - reconstruction_loss: 33.6014 - kl_loss: 2.2669e-05


445/493 [==========================>...] - ETA: 1s - loss: 33.6510 - reconstruction_loss: 33.6007 - kl_loss: 2.2701e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.6507 - reconstruction_loss: 33.6019 - kl_loss: 2.2732e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.6504 - reconstruction_loss: 33.6059 - kl_loss: 2.2774e-05


454/493 [==========================>...] - ETA: 0s - loss: 33.6501 - reconstruction_loss: 33.6011 - kl_loss: 2.2824e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.6497 - reconstruction_loss: 33.5998 - kl_loss: 2.2842e-05


460/493 [==========================>...] - ETA: 0s - loss: 33.6494 - reconstruction_loss: 33.6009 - kl_loss: 2.2845e-05


461/493 [===========================>..] - ETA: 0s - loss: 33.6493 - reconstruction_loss: 33.6030 - kl_loss: 2.2849e-05


463/493 [===========================>..] - ETA: 0s - loss: 33.6491 - reconstruction_loss: 33.6036 - kl_loss: 2.2865e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6489 - reconstruction_loss: 33.6086 - kl_loss: 2.2899e-05


467/493 [===========================>..] - ETA: 0s - loss: 33.6488 - reconstruction_loss: 33.6099 - kl_loss: 2.2953e-05


469/493 [===========================>..] - ETA: 0s - loss: 33.6486 - reconstruction_loss: 33.6118 - kl_loss: 2.3007e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6485 - reconstruction_loss: 33.6150 - kl_loss: 2.3045e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6483 - reconstruction_loss: 33.6184 - kl_loss: 2.3070e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6481 - reconstruction_loss: 33.6198 - kl_loss: 2.3069e-05


478/493 [============================>.] - ETA: 0s - loss: 33.6480 - reconstruction_loss: 33.6206 - kl_loss: 2.3064e-05


481/493 [============================>.] - ETA: 0s - loss: 33.6479 - reconstruction_loss: 33.6222 - kl_loss: 2.3055e-05


483/493 [============================>.] - ETA: 0s - loss: 33.6477 - reconstruction_loss: 33.6210 - kl_loss: 2.3049e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6476 - reconstruction_loss: 33.6249 - kl_loss: 2.3036e-05


489/493 [============================>.] - ETA: 0s - loss: 33.6475 - reconstruction_loss: 33.6273 - kl_loss: 2.3020e-05


491/493 [============================>.] - ETA: 0s - loss: 33.6474 - reconstruction_loss: 33.6301 - kl_loss: 2.3007e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6471 - reconstruction_loss: 33.5763 - kl_loss: 2.2993e-05

Epoch 24/30

  1/493 [..............................] - ETA: 12s - loss: 32.5167 - reconstruction_loss: 32.5166 - kl_loss: 1.9163e-05


  4/493 [..............................] - ETA: 11s - loss: 33.1389 - reconstruction_loss: 33.3800 - kl_loss: 1.7866e-05


  6/493 [..............................] - ETA: 12s - loss: 33.1918 - reconstruction_loss: 33.2558 - kl_loss: 1.6645e-05


  9/493 [..............................] - ETA: 11s - loss: 33.2611 - reconstruction_loss: 33.4357 - kl_loss: 1.4673e-05


 12/493 [..............................] - ETA: 11s - loss: 33.2810 - reconstruction_loss: 33.3523 - kl_loss: 1.3071e-05


 15/493 [..............................] - ETA: 11s - loss: 33.3155 - reconstruction_loss: 33.4626 - kl_loss: 1.1855e-05


 18/493 [>.............................] - ETA: 11s - loss: 33.3438 - reconstruction_loss: 33.4896 - kl_loss: 1.0914e-05


 21/493 [>.............................] - ETA: 11s - loss: 33.3751 - reconstruction_loss: 33.5962 - kl_loss: 1.0285e-05


 24/493 [>.............................] - ETA: 11s - loss: 33.4073 - reconstruction_loss: 33.6110 - kl_loss: 1.0050e-05


 27/493 [>.............................] - ETA: 11s - loss: 33.4378 - reconstruction_loss: 33.6776 - kl_loss: 1.0026e-05


 30/493 [>.............................] - ETA: 11s - loss: 33.4618 - reconstruction_loss: 33.6944 - kl_loss: 9.9798e-06


 33/493 [=>............................] - ETA: 11s - loss: 33.4824 - reconstruction_loss: 33.6971 - kl_loss: 1.0083e-05


 36/493 [=>............................] - ETA: 11s - loss: 33.5021 - reconstruction_loss: 33.7131 - kl_loss: 1.0443e-05


 39/493 [=>............................] - ETA: 10s - loss: 33.5186 - reconstruction_loss: 33.7092 - kl_loss: 1.1003e-05


 41/493 [=>............................] - ETA: 10s - loss: 33.5281 - reconstruction_loss: 33.7162 - kl_loss: 1.1358e-05


 44/493 [=>............................] - ETA: 10s - loss: 33.5428 - reconstruction_loss: 33.7655 - kl_loss: 1.1918e-05


 47/493 [=>............................] - ETA: 10s - loss: 33.5567 - reconstruction_loss: 33.7656 - kl_loss: 1.2734e-05


 49/493 [=>............................] - ETA: 10s - loss: 33.5658 - reconstruction_loss: 33.7735 - kl_loss: 1.3244e-05


 51/493 [==>...........................] - ETA: 10s - loss: 33.5745 - reconstruction_loss: 33.7845 - kl_loss: 1.3732e-05


 53/493 [==>...........................] - ETA: 10s - loss: 33.5827 - reconstruction_loss: 33.7958 - kl_loss: 1.4242e-05


 55/493 [==>...........................] - ETA: 10s - loss: 33.5907 - reconstruction_loss: 33.7987 - kl_loss: 1.4780e-05


 57/493 [==>...........................] - ETA: 10s - loss: 33.5975 - reconstruction_loss: 33.7755 - kl_loss: 1.5341e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.6036 - reconstruction_loss: 33.7752 - kl_loss: 1.5877e-05


 60/493 [==>...........................] - ETA: 10s - loss: 33.6064 - reconstruction_loss: 33.7746 - kl_loss: 1.6168e-05


 62/493 [==>...........................] - ETA: 10s - loss: 33.6121 - reconstruction_loss: 33.7878 - kl_loss: 1.6846e-05


 64/493 [==>...........................] - ETA: 10s - loss: 33.6173 - reconstruction_loss: 33.7767 - kl_loss: 1.7617e-05


 66/493 [===>..........................] - ETA: 10s - loss: 33.6217 - reconstruction_loss: 33.7601 - kl_loss: 1.8392e-05


 69/493 [===>..........................] - ETA: 10s - loss: 33.6279 - reconstruction_loss: 33.7588 - kl_loss: 1.9458e-05


 72/493 [===>..........................] - ETA: 10s - loss: 33.6333 - reconstruction_loss: 33.7448 - kl_loss: 2.0304e-05


 75/493 [===>..........................] - ETA: 10s - loss: 33.6373 - reconstruction_loss: 33.7411 - kl_loss: 2.0911e-05


 78/493 [===>..........................] - ETA: 10s - loss: 33.6421 - reconstruction_loss: 33.7719 - kl_loss: 2.1412e-05


 81/493 [===>..........................] - ETA: 10s - loss: 33.6469 - reconstruction_loss: 33.7695 - kl_loss: 2.1839e-05


 83/493 [====>.........................] - ETA: 10s - loss: 33.6500 - reconstruction_loss: 33.7755 - kl_loss: 2.2062e-05


 86/493 [====>.........................] - ETA: 10s - loss: 33.6543 - reconstruction_loss: 33.7602 - kl_loss: 2.2299e-05


 89/493 [====>.........................] - ETA: 10s - loss: 33.6585 - reconstruction_loss: 33.7842 - kl_loss: 2.2390e-05


 91/493 [====>.........................] - ETA: 10s - loss: 33.6614 - reconstruction_loss: 33.7832 - kl_loss: 2.2402e-05


 94/493 [====>.........................] - ETA: 10s - loss: 33.6646 - reconstruction_loss: 33.7557 - kl_loss: 2.2368e-05


 96/493 [====>.........................] - ETA: 9s - loss: 33.6665 - reconstruction_loss: 33.7475 - kl_loss: 2.2295e-05 


 98/493 [====>.........................] - ETA: 9s - loss: 33.6678 - reconstruction_loss: 33.7276 - kl_loss: 2.2225e-05


101/493 [=====>........................] - ETA: 9s - loss: 33.6698 - reconstruction_loss: 33.7351 - kl_loss: 2.2172e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.6709 - reconstruction_loss: 33.7279 - kl_loss: 2.2127e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.6730 - reconstruction_loss: 33.7470 - kl_loss: 2.2057e-05


109/493 [=====>........................] - ETA: 9s - loss: 33.6747 - reconstruction_loss: 33.7349 - kl_loss: 2.2022e-05


112/493 [=====>........................] - ETA: 9s - loss: 33.6763 - reconstruction_loss: 33.7336 - kl_loss: 2.1989e-05


114/493 [=====>........................] - ETA: 9s - loss: 33.6772 - reconstruction_loss: 33.7263 - kl_loss: 2.1980e-05


116/493 [======>.......................] - ETA: 9s - loss: 33.6780 - reconstruction_loss: 33.7216 - kl_loss: 2.1949e-05


118/493 [======>.......................] - ETA: 9s - loss: 33.6787 - reconstruction_loss: 33.7198 - kl_loss: 2.1887e-05


121/493 [======>.......................] - ETA: 9s - loss: 33.6796 - reconstruction_loss: 33.7114 - kl_loss: 2.1717e-05


124/493 [======>.......................] - ETA: 9s - loss: 33.6803 - reconstruction_loss: 33.7105 - kl_loss: 2.1479e-05


127/493 [======>.......................] - ETA: 9s - loss: 33.6811 - reconstruction_loss: 33.7137 - kl_loss: 2.1199e-05


130/493 [======>.......................] - ETA: 9s - loss: 33.6818 - reconstruction_loss: 33.7173 - kl_loss: 2.0915e-05


132/493 [=======>......................] - ETA: 9s - loss: 33.6824 - reconstruction_loss: 33.7219 - kl_loss: 2.0747e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.6832 - reconstruction_loss: 33.7150 - kl_loss: 2.0565e-05


138/493 [=======>......................] - ETA: 8s - loss: 33.6839 - reconstruction_loss: 33.7137 - kl_loss: 2.0517e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.6844 - reconstruction_loss: 33.7211 - kl_loss: 2.0612e-05


142/493 [=======>......................] - ETA: 8s - loss: 33.6849 - reconstruction_loss: 33.7247 - kl_loss: 2.0849e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.6855 - reconstruction_loss: 33.7260 - kl_loss: 2.1198e-05


146/493 [=======>......................] - ETA: 8s - loss: 33.6860 - reconstruction_loss: 33.7257 - kl_loss: 2.1604e-05


148/493 [========>.....................] - ETA: 8s - loss: 33.6867 - reconstruction_loss: 33.7346 - kl_loss: 2.2026e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.6872 - reconstruction_loss: 33.7249 - kl_loss: 2.2418e-05


153/493 [========>.....................] - ETA: 8s - loss: 33.6880 - reconstruction_loss: 33.7274 - kl_loss: 2.2869e-05


155/493 [========>.....................] - ETA: 8s - loss: 33.6885 - reconstruction_loss: 33.7329 - kl_loss: 2.3082e-05


157/493 [========>.....................] - ETA: 8s - loss: 33.6890 - reconstruction_loss: 33.7273 - kl_loss: 2.3222e-05


159/493 [========>.....................] - ETA: 8s - loss: 33.6895 - reconstruction_loss: 33.7295 - kl_loss: 2.3307e-05


161/493 [========>.....................] - ETA: 8s - loss: 33.6900 - reconstruction_loss: 33.7231 - kl_loss: 2.3356e-05


163/493 [========>.....................] - ETA: 8s - loss: 33.6903 - reconstruction_loss: 33.7163 - kl_loss: 2.3376e-05


165/493 [=========>....................] - ETA: 8s - loss: 33.6906 - reconstruction_loss: 33.7155 - kl_loss: 2.3377e-05


168/493 [=========>....................] - ETA: 8s - loss: 33.6913 - reconstruction_loss: 33.7326 - kl_loss: 2.3345e-05


171/493 [=========>....................] - ETA: 8s - loss: 33.6920 - reconstruction_loss: 33.7323 - kl_loss: 2.3263e-05


173/493 [=========>....................] - ETA: 8s - loss: 33.6925 - reconstruction_loss: 33.7325 - kl_loss: 2.3186e-05


175/493 [=========>....................] - ETA: 8s - loss: 33.6930 - reconstruction_loss: 33.7338 - kl_loss: 2.3076e-05


177/493 [=========>....................] - ETA: 7s - loss: 33.6934 - reconstruction_loss: 33.7322 - kl_loss: 2.2947e-05


179/493 [=========>....................] - ETA: 7s - loss: 33.6938 - reconstruction_loss: 33.7302 - kl_loss: 2.2796e-05


181/493 [==========>...................] - ETA: 7s - loss: 33.6942 - reconstruction_loss: 33.7273 - kl_loss: 2.2639e-05


183/493 [==========>...................] - ETA: 7s - loss: 33.6945 - reconstruction_loss: 33.7249 - kl_loss: 2.2490e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.6948 - reconstruction_loss: 33.7222 - kl_loss: 2.2356e-05


187/493 [==========>...................] - ETA: 7s - loss: 33.6951 - reconstruction_loss: 33.7256 - kl_loss: 2.2236e-05


189/493 [==========>...................] - ETA: 7s - loss: 33.6954 - reconstruction_loss: 33.7227 - kl_loss: 2.2136e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.6957 - reconstruction_loss: 33.7234 - kl_loss: 2.2061e-05


193/493 [==========>...................] - ETA: 7s - loss: 33.6961 - reconstruction_loss: 33.7236 - kl_loss: 2.2025e-05


195/493 [==========>...................] - ETA: 7s - loss: 33.6963 - reconstruction_loss: 33.7221 - kl_loss: 2.2015e-05


197/493 [==========>...................] - ETA: 7s - loss: 33.6966 - reconstruction_loss: 33.7239 - kl_loss: 2.2015e-05


199/493 [===========>..................] - ETA: 7s - loss: 33.6968 - reconstruction_loss: 33.7184 - kl_loss: 2.2031e-05


202/493 [===========>..................] - ETA: 7s - loss: 33.6971 - reconstruction_loss: 33.7081 - kl_loss: 2.2060e-05


205/493 [===========>..................] - ETA: 7s - loss: 33.6972 - reconstruction_loss: 33.7068 - kl_loss: 2.2059e-05


208/493 [===========>..................] - ETA: 7s - loss: 33.6973 - reconstruction_loss: 33.7050 - kl_loss: 2.2007e-05


210/493 [===========>..................] - ETA: 7s - loss: 33.6974 - reconstruction_loss: 33.7088 - kl_loss: 2.1945e-05


213/493 [===========>..................] - ETA: 7s - loss: 33.6977 - reconstruction_loss: 33.7228 - kl_loss: 2.1844e-05


216/493 [============>.................] - ETA: 7s - loss: 33.6981 - reconstruction_loss: 33.7261 - kl_loss: 2.1765e-05


218/493 [============>.................] - ETA: 6s - loss: 33.6983 - reconstruction_loss: 33.7186 - kl_loss: 2.1704e-05


220/493 [============>.................] - ETA: 6s - loss: 33.6985 - reconstruction_loss: 33.7172 - kl_loss: 2.1624e-05


222/493 [============>.................] - ETA: 6s - loss: 33.6987 - reconstruction_loss: 33.7131 - kl_loss: 2.1540e-05


224/493 [============>.................] - ETA: 6s - loss: 33.6988 - reconstruction_loss: 33.7100 - kl_loss: 2.1462e-05


226/493 [============>.................] - ETA: 6s - loss: 33.6989 - reconstruction_loss: 33.7128 - kl_loss: 2.1398e-05


228/493 [============>.................] - ETA: 6s - loss: 33.6990 - reconstruction_loss: 33.7141 - kl_loss: 2.1345e-05


230/493 [============>.................] - ETA: 6s - loss: 33.6992 - reconstruction_loss: 33.7157 - kl_loss: 2.1301e-05


232/493 [=============>................] - ETA: 6s - loss: 33.6993 - reconstruction_loss: 33.7147 - kl_loss: 2.1252e-05


234/493 [=============>................] - ETA: 6s - loss: 33.6995 - reconstruction_loss: 33.7215 - kl_loss: 2.1188e-05


236/493 [=============>................] - ETA: 6s - loss: 33.6997 - reconstruction_loss: 33.7221 - kl_loss: 2.1110e-05


238/493 [=============>................] - ETA: 6s - loss: 33.6999 - reconstruction_loss: 33.7211 - kl_loss: 2.1023e-05


240/493 [=============>................] - ETA: 6s - loss: 33.7000 - reconstruction_loss: 33.7182 - kl_loss: 2.0938e-05


242/493 [=============>................] - ETA: 6s - loss: 33.7002 - reconstruction_loss: 33.7146 - kl_loss: 2.0856e-05


244/493 [=============>................] - ETA: 6s - loss: 33.7002 - reconstruction_loss: 33.7085 - kl_loss: 2.0776e-05


247/493 [==============>...............] - ETA: 6s - loss: 33.7003 - reconstruction_loss: 33.7012 - kl_loss: 2.0634e-05


249/493 [==============>...............] - ETA: 6s - loss: 33.7002 - reconstruction_loss: 33.6971 - kl_loss: 2.0534e-05


252/493 [==============>...............] - ETA: 6s - loss: 33.7001 - reconstruction_loss: 33.6903 - kl_loss: 2.0377e-05


255/493 [==============>...............] - ETA: 6s - loss: 33.7000 - reconstruction_loss: 33.6893 - kl_loss: 2.0201e-05


258/493 [==============>...............] - ETA: 5s - loss: 33.6999 - reconstruction_loss: 33.6883 - kl_loss: 2.0008e-05


261/493 [==============>...............] - ETA: 5s - loss: 33.6998 - reconstruction_loss: 33.6937 - kl_loss: 1.9804e-05


264/493 [===============>..............] - ETA: 5s - loss: 33.6997 - reconstruction_loss: 33.6907 - kl_loss: 1.9608e-05


267/493 [===============>..............] - ETA: 5s - loss: 33.6996 - reconstruction_loss: 33.6900 - kl_loss: 1.9433e-05


270/493 [===============>..............] - ETA: 5s - loss: 33.6994 - reconstruction_loss: 33.6899 - kl_loss: 1.9295e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.6993 - reconstruction_loss: 33.6887 - kl_loss: 1.9220e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.6992 - reconstruction_loss: 33.6876 - kl_loss: 1.9211e-05


279/493 [===============>..............] - ETA: 5s - loss: 33.6991 - reconstruction_loss: 33.6898 - kl_loss: 1.9252e-05


282/493 [================>.............] - ETA: 5s - loss: 33.6989 - reconstruction_loss: 33.6854 - kl_loss: 1.9339e-05


285/493 [================>.............] - ETA: 5s - loss: 33.6988 - reconstruction_loss: 33.6893 - kl_loss: 1.9446e-05


288/493 [================>.............] - ETA: 5s - loss: 33.6987 - reconstruction_loss: 33.6845 - kl_loss: 1.9527e-05


291/493 [================>.............] - ETA: 5s - loss: 33.6986 - reconstruction_loss: 33.6869 - kl_loss: 1.9560e-05


294/493 [================>.............] - ETA: 5s - loss: 33.6984 - reconstruction_loss: 33.6792 - kl_loss: 1.9598e-05


297/493 [=================>............] - ETA: 4s - loss: 33.6982 - reconstruction_loss: 33.6756 - kl_loss: 1.9658e-05


300/493 [=================>............] - ETA: 4s - loss: 33.6979 - reconstruction_loss: 33.6699 - kl_loss: 1.9726e-05


302/493 [=================>............] - ETA: 4s - loss: 33.6978 - reconstruction_loss: 33.6719 - kl_loss: 1.9772e-05


303/493 [=================>............] - ETA: 4s - loss: 33.6977 - reconstruction_loss: 33.6717 - kl_loss: 1.9798e-05


304/493 [=================>............] - ETA: 4s - loss: 33.6976 - reconstruction_loss: 33.6737 - kl_loss: 1.9823e-05


305/493 [=================>............] - ETA: 4s - loss: 33.6975 - reconstruction_loss: 33.6767 - kl_loss: 1.9844e-05


307/493 [=================>............] - ETA: 4s - loss: 33.6974 - reconstruction_loss: 33.6790 - kl_loss: 1.9884e-05


309/493 [=================>............] - ETA: 4s - loss: 33.6973 - reconstruction_loss: 33.6798 - kl_loss: 1.9936e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6972 - reconstruction_loss: 33.6797 - kl_loss: 1.9997e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.6970 - reconstruction_loss: 33.6775 - kl_loss: 2.0080e-05


316/493 [==================>...........] - ETA: 4s - loss: 33.6969 - reconstruction_loss: 33.6833 - kl_loss: 2.0133e-05


319/493 [==================>...........] - ETA: 4s - loss: 33.6968 - reconstruction_loss: 33.6826 - kl_loss: 2.0249e-05


322/493 [==================>...........] - ETA: 4s - loss: 33.6966 - reconstruction_loss: 33.6741 - kl_loss: 2.0430e-05


324/493 [==================>...........] - ETA: 4s - loss: 33.6964 - reconstruction_loss: 33.6733 - kl_loss: 2.0552e-05


325/493 [==================>...........] - ETA: 4s - loss: 33.6964 - reconstruction_loss: 33.6766 - kl_loss: 2.0605e-05


327/493 [==================>...........] - ETA: 4s - loss: 33.6962 - reconstruction_loss: 33.6749 - kl_loss: 2.0701e-05


330/493 [===================>..........] - ETA: 4s - loss: 33.6961 - reconstruction_loss: 33.6788 - kl_loss: 2.0821e-05


333/493 [===================>..........] - ETA: 4s - loss: 33.6959 - reconstruction_loss: 33.6788 - kl_loss: 2.0885e-05


336/493 [===================>..........] - ETA: 4s - loss: 33.6957 - reconstruction_loss: 33.6772 - kl_loss: 2.0882e-05


339/493 [===================>..........] - ETA: 4s - loss: 33.6956 - reconstruction_loss: 33.6741 - kl_loss: 2.0828e-05


342/493 [===================>..........] - ETA: 4s - loss: 33.6954 - reconstruction_loss: 33.6738 - kl_loss: 2.0742e-05


344/493 [===================>..........] - ETA: 3s - loss: 33.6953 - reconstruction_loss: 33.6732 - kl_loss: 2.0675e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.6951 - reconstruction_loss: 33.6756 - kl_loss: 2.0566e-05


350/493 [====================>.........] - ETA: 3s - loss: 33.6949 - reconstruction_loss: 33.6753 - kl_loss: 2.0449e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6948 - reconstruction_loss: 33.6772 - kl_loss: 2.0323e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.6946 - reconstruction_loss: 33.6707 - kl_loss: 2.0191e-05


359/493 [====================>.........] - ETA: 3s - loss: 33.6943 - reconstruction_loss: 33.6636 - kl_loss: 2.0064e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.6941 - reconstruction_loss: 33.6617 - kl_loss: 1.9946e-05


365/493 [=====================>........] - ETA: 3s - loss: 33.6938 - reconstruction_loss: 33.6578 - kl_loss: 1.9835e-05


368/493 [=====================>........] - ETA: 3s - loss: 33.6935 - reconstruction_loss: 33.6598 - kl_loss: 1.9743e-05


371/493 [=====================>........] - ETA: 3s - loss: 33.6932 - reconstruction_loss: 33.6570 - kl_loss: 1.9689e-05


374/493 [=====================>........] - ETA: 3s - loss: 33.6928 - reconstruction_loss: 33.6494 - kl_loss: 1.9663e-05


376/493 [=====================>........] - ETA: 3s - loss: 33.6926 - reconstruction_loss: 33.6485 - kl_loss: 1.9647e-05


378/493 [======================>.......] - ETA: 3s - loss: 33.6924 - reconstruction_loss: 33.6491 - kl_loss: 1.9638e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.6920 - reconstruction_loss: 33.6468 - kl_loss: 1.9677e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.6917 - reconstruction_loss: 33.6439 - kl_loss: 1.9775e-05


387/493 [======================>.......] - ETA: 2s - loss: 33.6913 - reconstruction_loss: 33.6421 - kl_loss: 1.9893e-05


389/493 [======================>.......] - ETA: 2s - loss: 33.6910 - reconstruction_loss: 33.6431 - kl_loss: 1.9965e-05


391/493 [======================>.......] - ETA: 2s - loss: 33.6908 - reconstruction_loss: 33.6432 - kl_loss: 2.0024e-05


393/493 [======================>.......] - ETA: 2s - loss: 33.6906 - reconstruction_loss: 33.6464 - kl_loss: 2.0074e-05


395/493 [=======================>......] - ETA: 2s - loss: 33.6903 - reconstruction_loss: 33.6470 - kl_loss: 2.0112e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.6901 - reconstruction_loss: 33.6427 - kl_loss: 2.0133e-05


399/493 [=======================>......] - ETA: 2s - loss: 33.6899 - reconstruction_loss: 33.6406 - kl_loss: 2.0137e-05


402/493 [=======================>......] - ETA: 2s - loss: 33.6895 - reconstruction_loss: 33.6372 - kl_loss: 2.0088e-05


405/493 [=======================>......] - ETA: 2s - loss: 33.6891 - reconstruction_loss: 33.6435 - kl_loss: 2.0010e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6888 - reconstruction_loss: 33.6424 - kl_loss: 1.9952e-05


411/493 [========================>.....] - ETA: 2s - loss: 33.6884 - reconstruction_loss: 33.6424 - kl_loss: 1.9912e-05


414/493 [========================>.....] - ETA: 2s - loss: 33.6881 - reconstruction_loss: 33.6367 - kl_loss: 1.9865e-05


416/493 [========================>.....] - ETA: 2s - loss: 33.6878 - reconstruction_loss: 33.6343 - kl_loss: 1.9827e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.6876 - reconstruction_loss: 33.6328 - kl_loss: 1.9786e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6872 - reconstruction_loss: 33.6339 - kl_loss: 1.9730e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6869 - reconstruction_loss: 33.6349 - kl_loss: 1.9715e-05


425/493 [========================>.....] - ETA: 1s - loss: 33.6867 - reconstruction_loss: 33.6328 - kl_loss: 1.9735e-05


428/493 [=========================>....] - ETA: 1s - loss: 33.6863 - reconstruction_loss: 33.6342 - kl_loss: 1.9779e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6859 - reconstruction_loss: 33.6319 - kl_loss: 1.9805e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6857 - reconstruction_loss: 33.6329 - kl_loss: 1.9807e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6855 - reconstruction_loss: 33.6362 - kl_loss: 1.9803e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6851 - reconstruction_loss: 33.6361 - kl_loss: 1.9776e-05


440/493 [=========================>....] - ETA: 1s - loss: 33.6849 - reconstruction_loss: 33.6361 - kl_loss: 1.9754e-05


442/493 [=========================>....] - ETA: 1s - loss: 33.6847 - reconstruction_loss: 33.6354 - kl_loss: 1.9729e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.6845 - reconstruction_loss: 33.6377 - kl_loss: 1.9710e-05


446/493 [==========================>...] - ETA: 1s - loss: 33.6843 - reconstruction_loss: 33.6374 - kl_loss: 1.9712e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.6840 - reconstruction_loss: 33.6360 - kl_loss: 1.9741e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.6837 - reconstruction_loss: 33.6372 - kl_loss: 1.9826e-05


454/493 [==========================>...] - ETA: 1s - loss: 33.6834 - reconstruction_loss: 33.6378 - kl_loss: 1.9935e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6832 - reconstruction_loss: 33.6413 - kl_loss: 2.0011e-05


458/493 [==========================>...] - ETA: 0s - loss: 33.6831 - reconstruction_loss: 33.6415 - kl_loss: 2.0073e-05


461/493 [===========================>..] - ETA: 0s - loss: 33.6828 - reconstruction_loss: 33.6423 - kl_loss: 2.0157e-05


464/493 [===========================>..] - ETA: 0s - loss: 33.6825 - reconstruction_loss: 33.6408 - kl_loss: 2.0205e-05


467/493 [===========================>..] - ETA: 0s - loss: 33.6822 - reconstruction_loss: 33.6411 - kl_loss: 2.0195e-05


470/493 [===========================>..] - ETA: 0s - loss: 33.6820 - reconstruction_loss: 33.6377 - kl_loss: 2.0152e-05


472/493 [===========================>..] - ETA: 0s - loss: 33.6818 - reconstruction_loss: 33.6349 - kl_loss: 2.0113e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6816 - reconstruction_loss: 33.6346 - kl_loss: 2.0066e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6814 - reconstruction_loss: 33.6371 - kl_loss: 2.0014e-05


478/493 [============================>.] - ETA: 0s - loss: 33.6812 - reconstruction_loss: 33.6353 - kl_loss: 1.9960e-05


480/493 [============================>.] - ETA: 0s - loss: 33.6810 - reconstruction_loss: 33.6359 - kl_loss: 1.9904e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6808 - reconstruction_loss: 33.6351 - kl_loss: 1.9850e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6806 - reconstruction_loss: 33.6308 - kl_loss: 1.9793e-05


487/493 [============================>.] - ETA: 0s - loss: 33.6803 - reconstruction_loss: 33.6311 - kl_loss: 1.9707e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6800 - reconstruction_loss: 33.6295 - kl_loss: 1.9629e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6798 - reconstruction_loss: 33.6318 - kl_loss: 1.9586e-05


493/493 [==============================] - 13s 26ms/step - loss: 33.6794 - reconstruction_loss: 33.5768 - kl_loss: 1.9568e-05

Epoch 25/30

  1/493 [..............................] - ETA: 11s - loss: 33.8611 - reconstruction_loss: 33.8611 - kl_loss: 1.2338e-05


  4/493 [..............................] - ETA: 11s - loss: 33.7280 - reconstruction_loss: 33.7281 - kl_loss: 1.3933e-05


  7/493 [..............................] - ETA: 11s - loss: 33.7576 - reconstruction_loss: 33.8292 - kl_loss: 1.5327e-05


 10/493 [..............................] - ETA: 11s - loss: 33.7087 - reconstruction_loss: 33.6441 - kl_loss: 1.6922e-05


 13/493 [..............................] - ETA: 11s - loss: 33.7032 - reconstruction_loss: 33.6488 - kl_loss: 1.7505e-05


 16/493 [..............................] - ETA: 11s - loss: 33.7025 - reconstruction_loss: 33.7334 - kl_loss: 1.7647e-05


 19/493 [>.............................] - ETA: 11s - loss: 33.7037 - reconstruction_loss: 33.7205 - kl_loss: 1.7968e-05


 21/493 [>.............................] - ETA: 11s - loss: 33.7045 - reconstruction_loss: 33.7185 - kl_loss: 1.8087e-05


 23/493 [>.............................] - ETA: 11s - loss: 33.7034 - reconstruction_loss: 33.6870 - kl_loss: 1.8064e-05


 26/493 [>.............................] - ETA: 11s - loss: 33.6968 - reconstruction_loss: 33.6182 - kl_loss: 1.7855e-05


 29/493 [>.............................] - ETA: 11s - loss: 33.6893 - reconstruction_loss: 33.6420 - kl_loss: 1.7491e-05


 31/493 [>.............................] - ETA: 11s - loss: 33.6867 - reconstruction_loss: 33.6503 - kl_loss: 1.7284e-05


 33/493 [=>............................] - ETA: 11s - loss: 33.6847 - reconstruction_loss: 33.6548 - kl_loss: 1.7131e-05


 36/493 [=>............................] - ETA: 11s - loss: 33.6803 - reconstruction_loss: 33.6139 - kl_loss: 1.6790e-05


 39/493 [=>............................] - ETA: 11s - loss: 33.6753 - reconstruction_loss: 33.6206 - kl_loss: 1.6204e-05


 42/493 [=>............................] - ETA: 11s - loss: 33.6724 - reconstruction_loss: 33.6360 - kl_loss: 1.5509e-05


 44/493 [=>............................] - ETA: 11s - loss: 33.6720 - reconstruction_loss: 33.6591 - kl_loss: 1.5049e-05


 47/493 [=>............................] - ETA: 11s - loss: 33.6723 - reconstruction_loss: 33.6729 - kl_loss: 1.4432e-05


 50/493 [==>...........................] - ETA: 11s - loss: 33.6728 - reconstruction_loss: 33.6834 - kl_loss: 1.3855e-05


 53/493 [==>...........................] - ETA: 10s - loss: 33.6735 - reconstruction_loss: 33.6834 - kl_loss: 1.3313e-05


 56/493 [==>...........................] - ETA: 10s - loss: 33.6734 - reconstruction_loss: 33.6775 - kl_loss: 1.2812e-05


 58/493 [==>...........................] - ETA: 10s - loss: 33.6728 - reconstruction_loss: 33.6453 - kl_loss: 1.2508e-05


 60/493 [==>...........................] - ETA: 10s - loss: 33.6721 - reconstruction_loss: 33.6477 - kl_loss: 1.2228e-05


 63/493 [==>...........................] - ETA: 10s - loss: 33.6708 - reconstruction_loss: 33.6440 - kl_loss: 1.1916e-05


 66/493 [===>..........................] - ETA: 10s - loss: 33.6701 - reconstruction_loss: 33.6512 - kl_loss: 1.1770e-05


 69/493 [===>..........................] - ETA: 10s - loss: 33.6699 - reconstruction_loss: 33.6685 - kl_loss: 1.1802e-05


 72/493 [===>..........................] - ETA: 10s - loss: 33.6702 - reconstruction_loss: 33.6739 - kl_loss: 1.1977e-05


 75/493 [===>..........................] - ETA: 10s - loss: 33.6700 - reconstruction_loss: 33.6632 - kl_loss: 1.2256e-05


 78/493 [===>..........................] - ETA: 10s - loss: 33.6705 - reconstruction_loss: 33.6897 - kl_loss: 1.2577e-05


 80/493 [===>..........................] - ETA: 10s - loss: 33.6709 - reconstruction_loss: 33.6795 - kl_loss: 1.2748e-05


 83/493 [====>.........................] - ETA: 10s - loss: 33.6714 - reconstruction_loss: 33.6883 - kl_loss: 1.2985e-05


 86/493 [====>.........................] - ETA: 10s - loss: 33.6715 - reconstruction_loss: 33.6723 - kl_loss: 1.3218e-05


 89/493 [====>.........................] - ETA: 9s - loss: 33.6714 - reconstruction_loss: 33.6737 - kl_loss: 1.3428e-05 


 92/493 [====>.........................] - ETA: 9s - loss: 33.6715 - reconstruction_loss: 33.6743 - kl_loss: 1.3615e-05


 95/493 [====>.........................] - ETA: 9s - loss: 33.6714 - reconstruction_loss: 33.6718 - kl_loss: 1.3750e-05


 98/493 [====>.........................] - ETA: 9s - loss: 33.6714 - reconstruction_loss: 33.6731 - kl_loss: 1.3886e-05


101/493 [=====>........................] - ETA: 9s - loss: 33.6714 - reconstruction_loss: 33.6769 - kl_loss: 1.4048e-05


104/493 [=====>........................] - ETA: 9s - loss: 33.6714 - reconstruction_loss: 33.6725 - kl_loss: 1.4191e-05


107/493 [=====>........................] - ETA: 9s - loss: 33.6714 - reconstruction_loss: 33.6660 - kl_loss: 1.4279e-05


110/493 [=====>........................] - ETA: 9s - loss: 33.6709 - reconstruction_loss: 33.6549 - kl_loss: 1.4322e-05


113/493 [=====>........................] - ETA: 9s - loss: 33.6707 - reconstruction_loss: 33.6689 - kl_loss: 1.4368e-05


116/493 [======>.......................] - ETA: 9s - loss: 33.6702 - reconstruction_loss: 33.6505 - kl_loss: 1.4499e-05


119/493 [======>.......................] - ETA: 9s - loss: 33.6699 - reconstruction_loss: 33.6548 - kl_loss: 1.4565e-05


121/493 [======>.......................] - ETA: 9s - loss: 33.6698 - reconstruction_loss: 33.6703 - kl_loss: 1.4585e-05


124/493 [======>.......................] - ETA: 9s - loss: 33.6697 - reconstruction_loss: 33.6632 - kl_loss: 1.4688e-05


127/493 [======>.......................] - ETA: 8s - loss: 33.6692 - reconstruction_loss: 33.6458 - kl_loss: 1.4757e-05


129/493 [======>.......................] - ETA: 8s - loss: 33.6689 - reconstruction_loss: 33.6503 - kl_loss: 1.4739e-05


132/493 [=======>......................] - ETA: 8s - loss: 33.6686 - reconstruction_loss: 33.6620 - kl_loss: 1.4735e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.6685 - reconstruction_loss: 33.6681 - kl_loss: 1.4925e-05


137/493 [=======>......................] - ETA: 8s - loss: 33.6685 - reconstruction_loss: 33.6693 - kl_loss: 1.5163e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.6685 - reconstruction_loss: 33.6665 - kl_loss: 1.5622e-05


143/493 [=======>......................] - ETA: 8s - loss: 33.6686 - reconstruction_loss: 33.6750 - kl_loss: 1.6178e-05


145/493 [=======>......................] - ETA: 8s - loss: 33.6686 - reconstruction_loss: 33.6728 - kl_loss: 1.6616e-05


148/493 [========>.....................] - ETA: 8s - loss: 33.6688 - reconstruction_loss: 33.6775 - kl_loss: 1.7264e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.6690 - reconstruction_loss: 33.6847 - kl_loss: 1.7625e-05


153/493 [========>.....................] - ETA: 8s - loss: 33.6694 - reconstruction_loss: 33.6947 - kl_loss: 1.8096e-05


156/493 [========>.....................] - ETA: 8s - loss: 33.6698 - reconstruction_loss: 33.6871 - kl_loss: 1.8509e-05


159/493 [========>.....................] - ETA: 8s - loss: 33.6701 - reconstruction_loss: 33.6924 - kl_loss: 1.8920e-05


162/493 [========>.....................] - ETA: 8s - loss: 33.6706 - reconstruction_loss: 33.6875 - kl_loss: 1.9337e-05


165/493 [=========>....................] - ETA: 8s - loss: 33.6708 - reconstruction_loss: 33.6803 - kl_loss: 1.9759e-05


168/493 [=========>....................] - ETA: 7s - loss: 33.6709 - reconstruction_loss: 33.6787 - kl_loss: 2.0140e-05


171/493 [=========>....................] - ETA: 7s - loss: 33.6711 - reconstruction_loss: 33.6783 - kl_loss: 2.0459e-05


174/493 [=========>....................] - ETA: 7s - loss: 33.6712 - reconstruction_loss: 33.6749 - kl_loss: 2.0666e-05


177/493 [=========>....................] - ETA: 7s - loss: 33.6711 - reconstruction_loss: 33.6671 - kl_loss: 2.0757e-05


179/493 [=========>....................] - ETA: 7s - loss: 33.6710 - reconstruction_loss: 33.6551 - kl_loss: 2.0789e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.6708 - reconstruction_loss: 33.6601 - kl_loss: 2.0789e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.6706 - reconstruction_loss: 33.6571 - kl_loss: 2.0727e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6703 - reconstruction_loss: 33.6493 - kl_loss: 2.0641e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.6700 - reconstruction_loss: 33.6529 - kl_loss: 2.0528e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.6697 - reconstruction_loss: 33.6530 - kl_loss: 2.0458e-05


197/493 [==========>...................] - ETA: 7s - loss: 33.6693 - reconstruction_loss: 33.6380 - kl_loss: 2.0404e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.6688 - reconstruction_loss: 33.6369 - kl_loss: 2.0351e-05


203/493 [===========>..................] - ETA: 7s - loss: 33.6683 - reconstruction_loss: 33.6318 - kl_loss: 2.0341e-05


205/493 [===========>..................] - ETA: 7s - loss: 33.6680 - reconstruction_loss: 33.6348 - kl_loss: 2.0356e-05


208/493 [===========>..................] - ETA: 6s - loss: 33.6675 - reconstruction_loss: 33.6283 - kl_loss: 2.0431e-05


211/493 [===========>..................] - ETA: 6s - loss: 33.6669 - reconstruction_loss: 33.6307 - kl_loss: 2.0496e-05


213/493 [===========>..................] - ETA: 6s - loss: 33.6666 - reconstruction_loss: 33.6254 - kl_loss: 2.0493e-05


216/493 [============>.................] - ETA: 6s - loss: 33.6659 - reconstruction_loss: 33.6223 - kl_loss: 2.0419e-05


219/493 [============>.................] - ETA: 6s - loss: 33.6652 - reconstruction_loss: 33.6158 - kl_loss: 2.0284e-05


222/493 [============>.................] - ETA: 6s - loss: 33.6646 - reconstruction_loss: 33.6156 - kl_loss: 2.0133e-05


225/493 [============>.................] - ETA: 6s - loss: 33.6640 - reconstruction_loss: 33.6226 - kl_loss: 2.0019e-05


228/493 [============>.................] - ETA: 6s - loss: 33.6635 - reconstruction_loss: 33.6252 - kl_loss: 1.9956e-05


231/493 [=============>................] - ETA: 6s - loss: 33.6630 - reconstruction_loss: 33.6239 - kl_loss: 1.9962e-05


234/493 [=============>................] - ETA: 6s - loss: 33.6625 - reconstruction_loss: 33.6336 - kl_loss: 2.0084e-05


237/493 [=============>................] - ETA: 6s - loss: 33.6622 - reconstruction_loss: 33.6332 - kl_loss: 2.0224e-05


240/493 [=============>................] - ETA: 6s - loss: 33.6618 - reconstruction_loss: 33.6286 - kl_loss: 2.0316e-05


243/493 [=============>................] - ETA: 6s - loss: 33.6614 - reconstruction_loss: 33.6286 - kl_loss: 2.0417e-05


246/493 [=============>................] - ETA: 6s - loss: 33.6609 - reconstruction_loss: 33.6252 - kl_loss: 2.0567e-05


249/493 [==============>...............] - ETA: 5s - loss: 33.6605 - reconstruction_loss: 33.6217 - kl_loss: 2.0738e-05


251/493 [==============>...............] - ETA: 5s - loss: 33.6602 - reconstruction_loss: 33.6213 - kl_loss: 2.0851e-05


252/493 [==============>...............] - ETA: 5s - loss: 33.6600 - reconstruction_loss: 33.6179 - kl_loss: 2.0911e-05


254/493 [==============>...............] - ETA: 5s - loss: 33.6597 - reconstruction_loss: 33.6239 - kl_loss: 2.1027e-05


256/493 [==============>...............] - ETA: 5s - loss: 33.6594 - reconstruction_loss: 33.6232 - kl_loss: 2.1138e-05


258/493 [==============>...............] - ETA: 5s - loss: 33.6592 - reconstruction_loss: 33.6246 - kl_loss: 2.1242e-05


261/493 [==============>...............] - ETA: 5s - loss: 33.6588 - reconstruction_loss: 33.6232 - kl_loss: 2.1382e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.6585 - reconstruction_loss: 33.6185 - kl_loss: 2.1441e-05


266/493 [===============>..............] - ETA: 5s - loss: 33.6581 - reconstruction_loss: 33.6258 - kl_loss: 2.1476e-05


269/493 [===============>..............] - ETA: 5s - loss: 33.6577 - reconstruction_loss: 33.6223 - kl_loss: 2.1472e-05


272/493 [===============>..............] - ETA: 5s - loss: 33.6573 - reconstruction_loss: 33.6262 - kl_loss: 2.1422e-05


275/493 [===============>..............] - ETA: 5s - loss: 33.6570 - reconstruction_loss: 33.6214 - kl_loss: 2.1321e-05


278/493 [===============>..............] - ETA: 5s - loss: 33.6566 - reconstruction_loss: 33.6268 - kl_loss: 2.1175e-05


281/493 [================>.............] - ETA: 5s - loss: 33.6564 - reconstruction_loss: 33.6311 - kl_loss: 2.1003e-05


284/493 [================>.............] - ETA: 5s - loss: 33.6561 - reconstruction_loss: 33.6267 - kl_loss: 2.0821e-05


287/493 [================>.............] - ETA: 5s - loss: 33.6558 - reconstruction_loss: 33.6347 - kl_loss: 2.0640e-05


290/493 [================>.............] - ETA: 5s - loss: 33.6556 - reconstruction_loss: 33.6307 - kl_loss: 2.0466e-05


292/493 [================>.............] - ETA: 4s - loss: 33.6554 - reconstruction_loss: 33.6321 - kl_loss: 2.0352e-05


294/493 [================>.............] - ETA: 4s - loss: 33.6553 - reconstruction_loss: 33.6353 - kl_loss: 2.0241e-05


297/493 [=================>............] - ETA: 4s - loss: 33.6551 - reconstruction_loss: 33.6393 - kl_loss: 2.0089e-05


300/493 [=================>............] - ETA: 4s - loss: 33.6550 - reconstruction_loss: 33.6366 - kl_loss: 1.9961e-05


303/493 [=================>............] - ETA: 4s - loss: 33.6548 - reconstruction_loss: 33.6384 - kl_loss: 1.9858e-05


306/493 [=================>............] - ETA: 4s - loss: 33.6546 - reconstruction_loss: 33.6323 - kl_loss: 1.9779e-05


309/493 [=================>............] - ETA: 4s - loss: 33.6544 - reconstruction_loss: 33.6378 - kl_loss: 1.9712e-05


312/493 [=================>............] - ETA: 4s - loss: 33.6542 - reconstruction_loss: 33.6389 - kl_loss: 1.9664e-05


315/493 [==================>...........] - ETA: 4s - loss: 33.6541 - reconstruction_loss: 33.6370 - kl_loss: 1.9666e-05


317/493 [==================>...........] - ETA: 4s - loss: 33.6540 - reconstruction_loss: 33.6375 - kl_loss: 1.9681e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.6538 - reconstruction_loss: 33.6425 - kl_loss: 1.9702e-05


323/493 [==================>...........] - ETA: 4s - loss: 33.6537 - reconstruction_loss: 33.6404 - kl_loss: 1.9726e-05


326/493 [==================>...........] - ETA: 4s - loss: 33.6536 - reconstruction_loss: 33.6407 - kl_loss: 1.9739e-05


329/493 [===================>..........] - ETA: 4s - loss: 33.6535 - reconstruction_loss: 33.6391 - kl_loss: 1.9730e-05


332/493 [===================>..........] - ETA: 3s - loss: 33.6534 - reconstruction_loss: 33.6502 - kl_loss: 1.9699e-05


335/493 [===================>..........] - ETA: 3s - loss: 33.6534 - reconstruction_loss: 33.6517 - kl_loss: 1.9640e-05


338/493 [===================>..........] - ETA: 3s - loss: 33.6534 - reconstruction_loss: 33.6522 - kl_loss: 1.9554e-05


341/493 [===================>..........] - ETA: 3s - loss: 33.6534 - reconstruction_loss: 33.6506 - kl_loss: 1.9444e-05


344/493 [===================>..........] - ETA: 3s - loss: 33.6533 - reconstruction_loss: 33.6474 - kl_loss: 1.9316e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.6533 - reconstruction_loss: 33.6490 - kl_loss: 1.9183e-05


350/493 [====================>.........] - ETA: 3s - loss: 33.6533 - reconstruction_loss: 33.6529 - kl_loss: 1.9063e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6533 - reconstruction_loss: 33.6566 - kl_loss: 1.8984e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.6533 - reconstruction_loss: 33.6560 - kl_loss: 1.8920e-05


359/493 [====================>.........] - ETA: 3s - loss: 33.6534 - reconstruction_loss: 33.6558 - kl_loss: 1.8841e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.6534 - reconstruction_loss: 33.6583 - kl_loss: 1.8756e-05


365/493 [=====================>........] - ETA: 3s - loss: 33.6534 - reconstruction_loss: 33.6590 - kl_loss: 1.8683e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.6535 - reconstruction_loss: 33.6580 - kl_loss: 1.8650e-05


370/493 [=====================>........] - ETA: 3s - loss: 33.6535 - reconstruction_loss: 33.6545 - kl_loss: 1.8620e-05


373/493 [=====================>........] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6526 - kl_loss: 1.8613e-05


375/493 [=====================>........] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6555 - kl_loss: 1.8626e-05


377/493 [=====================>........] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6535 - kl_loss: 1.8649e-05


379/493 [======================>.......] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6559 - kl_loss: 1.8669e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6527 - kl_loss: 1.8680e-05


383/493 [======================>.......] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6551 - kl_loss: 1.8694e-05


385/493 [======================>.......] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6549 - kl_loss: 1.8708e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6547 - kl_loss: 1.8736e-05


391/493 [======================>.......] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6542 - kl_loss: 1.8798e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6583 - kl_loss: 1.8928e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.6536 - reconstruction_loss: 33.6546 - kl_loss: 1.9169e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.6536 - reconstruction_loss: 33.6510 - kl_loss: 1.9498e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6487 - kl_loss: 1.9895e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6535 - reconstruction_loss: 33.6495 - kl_loss: 2.0329e-05


409/493 [=======================>......] - ETA: 2s - loss: 33.6534 - reconstruction_loss: 33.6463 - kl_loss: 2.0742e-05


412/493 [========================>.....] - ETA: 2s - loss: 33.6534 - reconstruction_loss: 33.6502 - kl_loss: 2.1041e-05


415/493 [========================>.....] - ETA: 1s - loss: 33.6534 - reconstruction_loss: 33.6453 - kl_loss: 2.1171e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.6533 - reconstruction_loss: 33.6475 - kl_loss: 2.1200e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6533 - reconstruction_loss: 33.6451 - kl_loss: 2.1168e-05


424/493 [========================>.....] - ETA: 1s - loss: 33.6532 - reconstruction_loss: 33.6411 - kl_loss: 2.1090e-05


427/493 [========================>.....] - ETA: 1s - loss: 33.6531 - reconstruction_loss: 33.6366 - kl_loss: 2.0989e-05


430/493 [=========================>....] - ETA: 1s - loss: 33.6529 - reconstruction_loss: 33.6324 - kl_loss: 2.0888e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6528 - reconstruction_loss: 33.6372 - kl_loss: 2.0807e-05


436/493 [=========================>....] - ETA: 1s - loss: 33.6527 - reconstruction_loss: 33.6375 - kl_loss: 2.0757e-05


439/493 [=========================>....] - ETA: 1s - loss: 33.6526 - reconstruction_loss: 33.6395 - kl_loss: 2.0750e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6526 - reconstruction_loss: 33.6388 - kl_loss: 2.0758e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.6525 - reconstruction_loss: 33.6409 - kl_loss: 2.0771e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6524 - reconstruction_loss: 33.6413 - kl_loss: 2.0757e-05


449/493 [==========================>...] - ETA: 1s - loss: 33.6523 - reconstruction_loss: 33.6395 - kl_loss: 2.0726e-05


452/493 [==========================>...] - ETA: 1s - loss: 33.6523 - reconstruction_loss: 33.6371 - kl_loss: 2.0657e-05


455/493 [==========================>...] - ETA: 0s - loss: 33.6521 - reconstruction_loss: 33.6323 - kl_loss: 2.0573e-05


458/493 [==========================>...] - ETA: 0s - loss: 33.6520 - reconstruction_loss: 33.6293 - kl_loss: 2.0480e-05


460/493 [==========================>...] - ETA: 0s - loss: 33.6519 - reconstruction_loss: 33.6303 - kl_loss: 2.0423e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6518 - reconstruction_loss: 33.6339 - kl_loss: 2.0374e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6517 - reconstruction_loss: 33.6327 - kl_loss: 2.0307e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6516 - reconstruction_loss: 33.6349 - kl_loss: 2.0250e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6515 - reconstruction_loss: 33.6352 - kl_loss: 2.0207e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6514 - reconstruction_loss: 33.6353 - kl_loss: 2.0173e-05


477/493 [============================>.] - ETA: 0s - loss: 33.6513 - reconstruction_loss: 33.6349 - kl_loss: 2.0140e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6512 - reconstruction_loss: 33.6295 - kl_loss: 2.0120e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6510 - reconstruction_loss: 33.6280 - kl_loss: 2.0088e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6509 - reconstruction_loss: 33.6292 - kl_loss: 2.0064e-05


487/493 [============================>.] - ETA: 0s - loss: 33.6508 - reconstruction_loss: 33.6277 - kl_loss: 2.0023e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6507 - reconstruction_loss: 33.6277 - kl_loss: 1.9978e-05


493/493 [==============================] - ETA: 0s - loss: 33.6504 - reconstruction_loss: 33.5762 - kl_loss: 1.9934e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6503 - reconstruction_loss: 33.5762 - kl_loss: 1.9934e-05

Epoch 26/30

  1/493 [..............................] - ETA: 11s - loss: 33.0054 - reconstruction_loss: 33.0054 - kl_loss: 1.3739e-05


  4/493 [..............................] - ETA: 11s - loss: 33.1705 - reconstruction_loss: 33.4139 - kl_loss: 1.3791e-05


  7/493 [..............................] - ETA: 11s - loss: 33.2936 - reconstruction_loss: 33.5298 - kl_loss: 1.3479e-05


 10/493 [..............................] - ETA: 11s - loss: 33.3274 - reconstruction_loss: 33.3566 - kl_loss: 1.2982e-05


 13/493 [..............................] - ETA: 11s - loss: 33.3425 - reconstruction_loss: 33.4653 - kl_loss: 1.2373e-05


 16/493 [..............................] - ETA: 11s - loss: 33.3587 - reconstruction_loss: 33.3978 - kl_loss: 1.1886e-05


 19/493 [>.............................] - ETA: 11s - loss: 33.3800 - reconstruction_loss: 33.4754 - kl_loss: 1.1566e-05


 21/493 [>.............................] - ETA: 11s - loss: 33.3897 - reconstruction_loss: 33.4853 - kl_loss: 1.1430e-05


 24/493 [>.............................] - ETA: 11s - loss: 33.4048 - reconstruction_loss: 33.5169 - kl_loss: 1.1264e-05


 27/493 [>.............................] - ETA: 11s - loss: 33.4174 - reconstruction_loss: 33.5604 - kl_loss: 1.1079e-05


 30/493 [>.............................] - ETA: 11s - loss: 33.4296 - reconstruction_loss: 33.5100 - kl_loss: 1.0967e-05


 33/493 [=>............................] - ETA: 11s - loss: 33.4422 - reconstruction_loss: 33.5956 - kl_loss: 1.0889e-05


 36/493 [=>............................] - ETA: 10s - loss: 33.4536 - reconstruction_loss: 33.5756 - kl_loss: 1.0939e-05


 39/493 [=>............................] - ETA: 10s - loss: 33.4655 - reconstruction_loss: 33.6126 - kl_loss: 1.1171e-05


 42/493 [=>............................] - ETA: 10s - loss: 33.4747 - reconstruction_loss: 33.5940 - kl_loss: 1.1384e-05


 44/493 [=>............................] - ETA: 10s - loss: 33.4810 - reconstruction_loss: 33.6161 - kl_loss: 1.1481e-05


 46/493 [=>............................] - ETA: 10s - loss: 33.4864 - reconstruction_loss: 33.6060 - kl_loss: 1.1644e-05


 49/493 [=>............................] - ETA: 10s - loss: 33.4939 - reconstruction_loss: 33.6182 - kl_loss: 1.2077e-05


 51/493 [==>...........................] - ETA: 10s - loss: 33.4990 - reconstruction_loss: 33.6277 - kl_loss: 1.2505e-05


 53/493 [==>...........................] - ETA: 10s - loss: 33.5035 - reconstruction_loss: 33.6180 - kl_loss: 1.3068e-05


 56/493 [==>...........................] - ETA: 10s - loss: 33.5092 - reconstruction_loss: 33.6067 - kl_loss: 1.3851e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.5137 - reconstruction_loss: 33.6013 - kl_loss: 1.4513e-05


 62/493 [==>...........................] - ETA: 10s - loss: 33.5169 - reconstruction_loss: 33.5640 - kl_loss: 1.5115e-05


 65/493 [==>...........................] - ETA: 10s - loss: 33.5201 - reconstruction_loss: 33.5886 - kl_loss: 1.5544e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.5224 - reconstruction_loss: 33.5756 - kl_loss: 1.5793e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.5247 - reconstruction_loss: 33.5874 - kl_loss: 1.5815e-05


 74/493 [===>..........................] - ETA: 10s - loss: 33.5281 - reconstruction_loss: 33.6126 - kl_loss: 1.5659e-05


 77/493 [===>..........................] - ETA: 10s - loss: 33.5314 - reconstruction_loss: 33.6076 - kl_loss: 1.5472e-05


 80/493 [===>..........................] - ETA: 10s - loss: 33.5344 - reconstruction_loss: 33.6037 - kl_loss: 1.5369e-05


 83/493 [====>.........................] - ETA: 9s - loss: 33.5371 - reconstruction_loss: 33.6043 - kl_loss: 1.5307e-05 


 86/493 [====>.........................] - ETA: 9s - loss: 33.5392 - reconstruction_loss: 33.5964 - kl_loss: 1.5259e-05


 89/493 [====>.........................] - ETA: 9s - loss: 33.5412 - reconstruction_loss: 33.5928 - kl_loss: 1.5252e-05


 91/493 [====>.........................] - ETA: 9s - loss: 33.5427 - reconstruction_loss: 33.6148 - kl_loss: 1.5275e-05


 94/493 [====>.........................] - ETA: 9s - loss: 33.5446 - reconstruction_loss: 33.5954 - kl_loss: 1.5377e-05


 97/493 [====>.........................] - ETA: 9s - loss: 33.5462 - reconstruction_loss: 33.5954 - kl_loss: 1.5566e-05


100/493 [=====>........................] - ETA: 9s - loss: 33.5472 - reconstruction_loss: 33.5814 - kl_loss: 1.5874e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.5481 - reconstruction_loss: 33.5684 - kl_loss: 1.6255e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.5482 - reconstruction_loss: 33.5473 - kl_loss: 1.6583e-05


108/493 [=====>........................] - ETA: 9s - loss: 33.5485 - reconstruction_loss: 33.5611 - kl_loss: 1.6718e-05


111/493 [=====>........................] - ETA: 9s - loss: 33.5488 - reconstruction_loss: 33.5605 - kl_loss: 1.6798e-05


114/493 [=====>........................] - ETA: 9s - loss: 33.5493 - reconstruction_loss: 33.5743 - kl_loss: 1.6794e-05


117/493 [======>.......................] - ETA: 9s - loss: 33.5500 - reconstruction_loss: 33.5766 - kl_loss: 1.6764e-05


120/493 [======>.......................] - ETA: 9s - loss: 33.5504 - reconstruction_loss: 33.5585 - kl_loss: 1.6720e-05


123/493 [======>.......................] - ETA: 8s - loss: 33.5507 - reconstruction_loss: 33.5613 - kl_loss: 1.6698e-05


126/493 [======>.......................] - ETA: 8s - loss: 33.5511 - reconstruction_loss: 33.5624 - kl_loss: 1.6733e-05


129/493 [======>.......................] - ETA: 8s - loss: 33.5513 - reconstruction_loss: 33.5611 - kl_loss: 1.6833e-05


132/493 [=======>......................] - ETA: 8s - loss: 33.5516 - reconstruction_loss: 33.5702 - kl_loss: 1.7046e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.5523 - reconstruction_loss: 33.5874 - kl_loss: 1.7362e-05


137/493 [=======>......................] - ETA: 8s - loss: 33.5529 - reconstruction_loss: 33.5952 - kl_loss: 1.7612e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.5541 - reconstruction_loss: 33.6135 - kl_loss: 1.7999e-05


143/493 [=======>......................] - ETA: 8s - loss: 33.5552 - reconstruction_loss: 33.6052 - kl_loss: 1.8343e-05


146/493 [=======>......................] - ETA: 8s - loss: 33.5563 - reconstruction_loss: 33.6065 - kl_loss: 1.8575e-05


149/493 [========>.....................] - ETA: 8s - loss: 33.5573 - reconstruction_loss: 33.6061 - kl_loss: 1.8714e-05


152/493 [========>.....................] - ETA: 8s - loss: 33.5581 - reconstruction_loss: 33.5929 - kl_loss: 1.8759e-05


155/493 [========>.....................] - ETA: 8s - loss: 33.5590 - reconstruction_loss: 33.6061 - kl_loss: 1.8705e-05


157/493 [========>.....................] - ETA: 8s - loss: 33.5596 - reconstruction_loss: 33.6066 - kl_loss: 1.8668e-05


160/493 [========>.....................] - ETA: 8s - loss: 33.5604 - reconstruction_loss: 33.6038 - kl_loss: 1.8678e-05


163/493 [========>.....................] - ETA: 8s - loss: 33.5612 - reconstruction_loss: 33.6048 - kl_loss: 1.8757e-05


165/493 [=========>....................] - ETA: 7s - loss: 33.5617 - reconstruction_loss: 33.6088 - kl_loss: 1.8808e-05


167/493 [=========>....................] - ETA: 7s - loss: 33.5624 - reconstruction_loss: 33.6178 - kl_loss: 1.8828e-05


170/493 [=========>....................] - ETA: 7s - loss: 33.5633 - reconstruction_loss: 33.6169 - kl_loss: 1.8799e-05


173/493 [=========>....................] - ETA: 7s - loss: 33.5642 - reconstruction_loss: 33.6196 - kl_loss: 1.8721e-05


176/493 [=========>....................] - ETA: 7s - loss: 33.5652 - reconstruction_loss: 33.6245 - kl_loss: 1.8600e-05


179/493 [=========>....................] - ETA: 7s - loss: 33.5663 - reconstruction_loss: 33.6304 - kl_loss: 1.8461e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.5673 - reconstruction_loss: 33.6280 - kl_loss: 1.8325e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.5683 - reconstruction_loss: 33.6285 - kl_loss: 1.8204e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.5693 - reconstruction_loss: 33.6283 - kl_loss: 1.8103e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.5703 - reconstruction_loss: 33.6339 - kl_loss: 1.8002e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.5714 - reconstruction_loss: 33.6399 - kl_loss: 1.7897e-05


197/493 [==========>...................] - ETA: 7s - loss: 33.5723 - reconstruction_loss: 33.6293 - kl_loss: 1.7804e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.5732 - reconstruction_loss: 33.6302 - kl_loss: 1.7694e-05


203/493 [===========>..................] - ETA: 7s - loss: 33.5740 - reconstruction_loss: 33.6324 - kl_loss: 1.7584e-05


206/493 [===========>..................] - ETA: 6s - loss: 33.5749 - reconstruction_loss: 33.6355 - kl_loss: 1.7531e-05


209/493 [===========>..................] - ETA: 6s - loss: 33.5758 - reconstruction_loss: 33.6321 - kl_loss: 1.7586e-05


212/493 [===========>..................] - ETA: 6s - loss: 33.5766 - reconstruction_loss: 33.6275 - kl_loss: 1.7710e-05


215/493 [============>.................] - ETA: 6s - loss: 33.5774 - reconstruction_loss: 33.6353 - kl_loss: 1.7844e-05


217/493 [============>.................] - ETA: 6s - loss: 33.5779 - reconstruction_loss: 33.6284 - kl_loss: 1.7940e-05


220/493 [============>.................] - ETA: 6s - loss: 33.5785 - reconstruction_loss: 33.6280 - kl_loss: 1.8093e-05


222/493 [============>.................] - ETA: 6s - loss: 33.5789 - reconstruction_loss: 33.6261 - kl_loss: 1.8189e-05


224/493 [============>.................] - ETA: 6s - loss: 33.5793 - reconstruction_loss: 33.6245 - kl_loss: 1.8275e-05


227/493 [============>.................] - ETA: 6s - loss: 33.5799 - reconstruction_loss: 33.6250 - kl_loss: 1.8375e-05


230/493 [============>.................] - ETA: 6s - loss: 33.5806 - reconstruction_loss: 33.6305 - kl_loss: 1.8457e-05


232/493 [=============>................] - ETA: 6s - loss: 33.5810 - reconstruction_loss: 33.6342 - kl_loss: 1.8501e-05


234/493 [=============>................] - ETA: 6s - loss: 33.5815 - reconstruction_loss: 33.6353 - kl_loss: 1.8532e-05


237/493 [=============>................] - ETA: 6s - loss: 33.5822 - reconstruction_loss: 33.6445 - kl_loss: 1.8527e-05


240/493 [=============>................] - ETA: 6s - loss: 33.5831 - reconstruction_loss: 33.6481 - kl_loss: 1.8467e-05


243/493 [=============>................] - ETA: 6s - loss: 33.5839 - reconstruction_loss: 33.6518 - kl_loss: 1.8369e-05


246/493 [=============>................] - ETA: 6s - loss: 33.5848 - reconstruction_loss: 33.6575 - kl_loss: 1.8254e-05


249/493 [==============>...............] - ETA: 5s - loss: 33.5856 - reconstruction_loss: 33.6562 - kl_loss: 1.8128e-05


252/493 [==============>...............] - ETA: 5s - loss: 33.5865 - reconstruction_loss: 33.6549 - kl_loss: 1.8007e-05


255/493 [==============>...............] - ETA: 5s - loss: 33.5873 - reconstruction_loss: 33.6522 - kl_loss: 1.7902e-05


257/493 [==============>...............] - ETA: 5s - loss: 33.5878 - reconstruction_loss: 33.6508 - kl_loss: 1.7840e-05


260/493 [==============>...............] - ETA: 5s - loss: 33.5885 - reconstruction_loss: 33.6552 - kl_loss: 1.7768e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.5893 - reconstruction_loss: 33.6544 - kl_loss: 1.7718e-05


265/493 [===============>..............] - ETA: 5s - loss: 33.5898 - reconstruction_loss: 33.6516 - kl_loss: 1.7690e-05


268/493 [===============>..............] - ETA: 5s - loss: 33.5904 - reconstruction_loss: 33.6486 - kl_loss: 1.7643e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.5911 - reconstruction_loss: 33.6447 - kl_loss: 1.7587e-05


274/493 [===============>..............] - ETA: 5s - loss: 33.5917 - reconstruction_loss: 33.6452 - kl_loss: 1.7517e-05


277/493 [===============>..............] - ETA: 5s - loss: 33.5923 - reconstruction_loss: 33.6497 - kl_loss: 1.7451e-05


280/493 [================>.............] - ETA: 5s - loss: 33.5928 - reconstruction_loss: 33.6419 - kl_loss: 1.7398e-05


283/493 [================>.............] - ETA: 5s - loss: 33.5933 - reconstruction_loss: 33.6383 - kl_loss: 1.7336e-05


286/493 [================>.............] - ETA: 5s - loss: 33.5938 - reconstruction_loss: 33.6398 - kl_loss: 1.7260e-05


289/493 [================>.............] - ETA: 4s - loss: 33.5943 - reconstruction_loss: 33.6398 - kl_loss: 1.7187e-05


292/493 [================>.............] - ETA: 4s - loss: 33.5948 - reconstruction_loss: 33.6407 - kl_loss: 1.7133e-05


294/493 [================>.............] - ETA: 4s - loss: 33.5951 - reconstruction_loss: 33.6384 - kl_loss: 1.7116e-05


296/493 [=================>............] - ETA: 4s - loss: 33.5954 - reconstruction_loss: 33.6382 - kl_loss: 1.7113e-05


299/493 [=================>............] - ETA: 4s - loss: 33.5958 - reconstruction_loss: 33.6347 - kl_loss: 1.7119e-05


301/493 [=================>............] - ETA: 4s - loss: 33.5960 - reconstruction_loss: 33.6308 - kl_loss: 1.7124e-05


304/493 [=================>............] - ETA: 4s - loss: 33.5963 - reconstruction_loss: 33.6295 - kl_loss: 1.7140e-05


306/493 [=================>............] - ETA: 4s - loss: 33.5966 - reconstruction_loss: 33.6313 - kl_loss: 1.7143e-05


309/493 [=================>............] - ETA: 4s - loss: 33.5969 - reconstruction_loss: 33.6307 - kl_loss: 1.7125e-05


312/493 [=================>............] - ETA: 4s - loss: 33.5973 - reconstruction_loss: 33.6343 - kl_loss: 1.7081e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.5975 - reconstruction_loss: 33.6351 - kl_loss: 1.7043e-05


317/493 [==================>...........] - ETA: 4s - loss: 33.5979 - reconstruction_loss: 33.6377 - kl_loss: 1.6968e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.5983 - reconstruction_loss: 33.6352 - kl_loss: 1.6879e-05


323/493 [==================>...........] - ETA: 4s - loss: 33.5986 - reconstruction_loss: 33.6290 - kl_loss: 1.6791e-05


325/493 [==================>...........] - ETA: 4s - loss: 33.5987 - reconstruction_loss: 33.6245 - kl_loss: 1.6734e-05


328/493 [==================>...........] - ETA: 4s - loss: 33.5989 - reconstruction_loss: 33.6214 - kl_loss: 1.6649e-05


331/493 [===================>..........] - ETA: 3s - loss: 33.5991 - reconstruction_loss: 33.6194 - kl_loss: 1.6555e-05


334/493 [===================>..........] - ETA: 3s - loss: 33.5993 - reconstruction_loss: 33.6206 - kl_loss: 1.6464e-05


337/493 [===================>..........] - ETA: 3s - loss: 33.5995 - reconstruction_loss: 33.6240 - kl_loss: 1.6397e-05


340/493 [===================>..........] - ETA: 3s - loss: 33.5998 - reconstruction_loss: 33.6281 - kl_loss: 1.6358e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.6000 - reconstruction_loss: 33.6268 - kl_loss: 1.6340e-05


346/493 [====================>.........] - ETA: 3s - loss: 33.6003 - reconstruction_loss: 33.6287 - kl_loss: 1.6333e-05


349/493 [====================>.........] - ETA: 3s - loss: 33.6005 - reconstruction_loss: 33.6302 - kl_loss: 1.6338e-05


352/493 [====================>.........] - ETA: 3s - loss: 33.6008 - reconstruction_loss: 33.6299 - kl_loss: 1.6376e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6010 - reconstruction_loss: 33.6286 - kl_loss: 1.6455e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.6012 - reconstruction_loss: 33.6281 - kl_loss: 1.6551e-05


360/493 [====================>.........] - ETA: 3s - loss: 33.6014 - reconstruction_loss: 33.6270 - kl_loss: 1.6600e-05


363/493 [=====================>........] - ETA: 3s - loss: 33.6016 - reconstruction_loss: 33.6277 - kl_loss: 1.6670e-05


366/493 [=====================>........] - ETA: 3s - loss: 33.6018 - reconstruction_loss: 33.6300 - kl_loss: 1.6738e-05


369/493 [=====================>........] - ETA: 3s - loss: 33.6021 - reconstruction_loss: 33.6290 - kl_loss: 1.6799e-05


372/493 [=====================>........] - ETA: 2s - loss: 33.6023 - reconstruction_loss: 33.6268 - kl_loss: 1.6828e-05


375/493 [=====================>........] - ETA: 2s - loss: 33.6025 - reconstruction_loss: 33.6293 - kl_loss: 1.6825e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.6027 - reconstruction_loss: 33.6362 - kl_loss: 1.6809e-05


380/493 [======================>.......] - ETA: 2s - loss: 33.6029 - reconstruction_loss: 33.6376 - kl_loss: 1.6794e-05


383/493 [======================>.......] - ETA: 2s - loss: 33.6031 - reconstruction_loss: 33.6359 - kl_loss: 1.6765e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.6034 - reconstruction_loss: 33.6287 - kl_loss: 1.6754e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6035 - reconstruction_loss: 33.6259 - kl_loss: 1.6781e-05


391/493 [======================>.......] - ETA: 2s - loss: 33.6037 - reconstruction_loss: 33.6287 - kl_loss: 1.6881e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6038 - reconstruction_loss: 33.6283 - kl_loss: 1.7005e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.6040 - reconstruction_loss: 33.6267 - kl_loss: 1.7114e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.6042 - reconstruction_loss: 33.6274 - kl_loss: 1.7199e-05


402/493 [=======================>......] - ETA: 2s - loss: 33.6043 - reconstruction_loss: 33.6278 - kl_loss: 1.7236e-05


405/493 [=======================>......] - ETA: 2s - loss: 33.6045 - reconstruction_loss: 33.6267 - kl_loss: 1.7270e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6046 - reconstruction_loss: 33.6189 - kl_loss: 1.7278e-05


411/493 [========================>.....] - ETA: 2s - loss: 33.6047 - reconstruction_loss: 33.6167 - kl_loss: 1.7261e-05


414/493 [========================>.....] - ETA: 1s - loss: 33.6048 - reconstruction_loss: 33.6169 - kl_loss: 1.7223e-05


416/493 [========================>.....] - ETA: 1s - loss: 33.6049 - reconstruction_loss: 33.6155 - kl_loss: 1.7195e-05


419/493 [========================>.....] - ETA: 1s - loss: 33.6049 - reconstruction_loss: 33.6170 - kl_loss: 1.7162e-05


422/493 [========================>.....] - ETA: 1s - loss: 33.6050 - reconstruction_loss: 33.6212 - kl_loss: 1.7147e-05


425/493 [========================>.....] - ETA: 1s - loss: 33.6051 - reconstruction_loss: 33.6182 - kl_loss: 1.7149e-05


428/493 [=========================>....] - ETA: 1s - loss: 33.6052 - reconstruction_loss: 33.6204 - kl_loss: 1.7149e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6053 - reconstruction_loss: 33.6196 - kl_loss: 1.7135e-05


434/493 [=========================>....] - ETA: 1s - loss: 33.6054 - reconstruction_loss: 33.6199 - kl_loss: 1.7112e-05


436/493 [=========================>....] - ETA: 1s - loss: 33.6055 - reconstruction_loss: 33.6233 - kl_loss: 1.7095e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6056 - reconstruction_loss: 33.6254 - kl_loss: 1.7076e-05


440/493 [=========================>....] - ETA: 1s - loss: 33.6057 - reconstruction_loss: 33.6249 - kl_loss: 1.7057e-05


442/493 [=========================>....] - ETA: 1s - loss: 33.6058 - reconstruction_loss: 33.6244 - kl_loss: 1.7034e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.6059 - reconstruction_loss: 33.6277 - kl_loss: 1.7001e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6060 - reconstruction_loss: 33.6318 - kl_loss: 1.6935e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6062 - reconstruction_loss: 33.6274 - kl_loss: 1.6871e-05


453/493 [==========================>...] - ETA: 0s - loss: 33.6064 - reconstruction_loss: 33.6299 - kl_loss: 1.6816e-05


455/493 [==========================>...] - ETA: 0s - loss: 33.6065 - reconstruction_loss: 33.6315 - kl_loss: 1.6791e-05


458/493 [==========================>...] - ETA: 0s - loss: 33.6066 - reconstruction_loss: 33.6307 - kl_loss: 1.6778e-05


461/493 [===========================>..] - ETA: 0s - loss: 33.6068 - reconstruction_loss: 33.6330 - kl_loss: 1.6775e-05


464/493 [===========================>..] - ETA: 0s - loss: 33.6069 - reconstruction_loss: 33.6308 - kl_loss: 1.6770e-05


467/493 [===========================>..] - ETA: 0s - loss: 33.6071 - reconstruction_loss: 33.6307 - kl_loss: 1.6777e-05


469/493 [===========================>..] - ETA: 0s - loss: 33.6072 - reconstruction_loss: 33.6323 - kl_loss: 1.6804e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6073 - reconstruction_loss: 33.6306 - kl_loss: 1.6840e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6074 - reconstruction_loss: 33.6304 - kl_loss: 1.6918e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6075 - reconstruction_loss: 33.6305 - kl_loss: 1.6989e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6077 - reconstruction_loss: 33.6287 - kl_loss: 1.7109e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6078 - reconstruction_loss: 33.6268 - kl_loss: 1.7232e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6079 - reconstruction_loss: 33.6307 - kl_loss: 1.7298e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6080 - reconstruction_loss: 33.6284 - kl_loss: 1.7339e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6081 - reconstruction_loss: 33.6281 - kl_loss: 1.7360e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6082 - reconstruction_loss: 33.6305 - kl_loss: 1.7368e-05


493/493 [==============================] - ETA: 0s - loss: 33.6082 - reconstruction_loss: 33.5754 - kl_loss: 1.7368e-05


493/493 [==============================] - 12s 24ms/step - loss: 33.6081 - reconstruction_loss: 33.5754 - kl_loss: 1.7368e-05

Epoch 27/30

  1/493 [..............................] - ETA: 12s - loss: 33.5253 - reconstruction_loss: 33.5252 - kl_loss: 1.8448e-05


  3/493 [..............................] - ETA: 12s - loss: 33.5966 - reconstruction_loss: 33.5449 - kl_loss: 1.9282e-05


  6/493 [..............................] - ETA: 12s - loss: 33.5676 - reconstruction_loss: 33.6422 - kl_loss: 2.0524e-05


  8/493 [..............................] - ETA: 12s - loss: 33.5993 - reconstruction_loss: 33.6645 - kl_loss: 2.1275e-05


 11/493 [..............................] - ETA: 12s - loss: 33.6322 - reconstruction_loss: 33.7333 - kl_loss: 2.2476e-05


 14/493 [..............................] - ETA: 12s - loss: 33.6499 - reconstruction_loss: 33.6634 - kl_loss: 2.3005e-05


 15/493 [..............................] - ETA: 13s - loss: 33.6470 - reconstruction_loss: 33.6062 - kl_loss: 2.2970e-05


 17/493 [>.............................] - ETA: 13s - loss: 33.6486 - reconstruction_loss: 33.6791 - kl_loss: 2.2620e-05


 19/493 [>.............................] - ETA: 13s - loss: 33.6531 - reconstruction_loss: 33.6984 - kl_loss: 2.2041e-05


 22/493 [>.............................] - ETA: 12s - loss: 33.6524 - reconstruction_loss: 33.6130 - kl_loss: 2.1047e-05


 25/493 [>.............................] - ETA: 12s - loss: 33.6476 - reconstruction_loss: 33.6029 - kl_loss: 2.0022e-05


 27/493 [>.............................] - ETA: 12s - loss: 33.6456 - reconstruction_loss: 33.6133 - kl_loss: 1.9399e-05


 30/493 [>.............................] - ETA: 12s - loss: 33.6489 - reconstruction_loss: 33.6823 - kl_loss: 1.8632e-05


 33/493 [=>............................] - ETA: 12s - loss: 33.6516 - reconstruction_loss: 33.6844 - kl_loss: 1.8075e-05


 35/493 [=>............................] - ETA: 12s - loss: 33.6531 - reconstruction_loss: 33.6900 - kl_loss: 1.7846e-05


 38/493 [=>............................] - ETA: 11s - loss: 33.6552 - reconstruction_loss: 33.6854 - kl_loss: 1.7579e-05


 41/493 [=>............................] - ETA: 11s - loss: 33.6578 - reconstruction_loss: 33.6905 - kl_loss: 1.7330e-05


 43/493 [=>............................] - ETA: 11s - loss: 33.6595 - reconstruction_loss: 33.7005 - kl_loss: 1.7145e-05


 45/493 [=>............................] - ETA: 11s - loss: 33.6607 - reconstruction_loss: 33.6863 - kl_loss: 1.6950e-05


 48/493 [=>............................] - ETA: 11s - loss: 33.6619 - reconstruction_loss: 33.6870 - kl_loss: 1.6675e-05


 50/493 [==>...........................] - ETA: 11s - loss: 33.6630 - reconstruction_loss: 33.6890 - kl_loss: 1.6481e-05


 53/493 [==>...........................] - ETA: 11s - loss: 33.6637 - reconstruction_loss: 33.6771 - kl_loss: 1.6197e-05


 56/493 [==>...........................] - ETA: 11s - loss: 33.6647 - reconstruction_loss: 33.6889 - kl_loss: 1.5941e-05


 58/493 [==>...........................] - ETA: 11s - loss: 33.6654 - reconstruction_loss: 33.6847 - kl_loss: 1.5876e-05


 60/493 [==>...........................] - ETA: 11s - loss: 33.6660 - reconstruction_loss: 33.6873 - kl_loss: 1.5857e-05


 63/493 [==>...........................] - ETA: 11s - loss: 33.6667 - reconstruction_loss: 33.6805 - kl_loss: 1.5790e-05


 66/493 [===>..........................] - ETA: 11s - loss: 33.6665 - reconstruction_loss: 33.6567 - kl_loss: 1.5634e-05


 68/493 [===>..........................] - ETA: 10s - loss: 33.6657 - reconstruction_loss: 33.6325 - kl_loss: 1.5548e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.6639 - reconstruction_loss: 33.6267 - kl_loss: 1.5517e-05


 74/493 [===>..........................] - ETA: 10s - loss: 33.6622 - reconstruction_loss: 33.6174 - kl_loss: 1.5598e-05


 75/493 [===>..........................] - ETA: 10s - loss: 33.6615 - reconstruction_loss: 33.6060 - kl_loss: 1.5643e-05


 77/493 [===>..........................] - ETA: 10s - loss: 33.6600 - reconstruction_loss: 33.5988 - kl_loss: 1.5743e-05


 79/493 [===>..........................] - ETA: 10s - loss: 33.6587 - reconstruction_loss: 33.6055 - kl_loss: 1.5865e-05


 81/493 [===>..........................] - ETA: 10s - loss: 33.6571 - reconstruction_loss: 33.5945 - kl_loss: 1.5991e-05


 83/493 [====>.........................] - ETA: 10s - loss: 33.6558 - reconstruction_loss: 33.5949 - kl_loss: 1.6095e-05


 85/493 [====>.........................] - ETA: 10s - loss: 33.6540 - reconstruction_loss: 33.5754 - kl_loss: 1.6162e-05


 88/493 [====>.........................] - ETA: 10s - loss: 33.6516 - reconstruction_loss: 33.5857 - kl_loss: 1.6171e-05


 90/493 [====>.........................] - ETA: 10s - loss: 33.6504 - reconstruction_loss: 33.5987 - kl_loss: 1.6171e-05


 93/493 [====>.........................] - ETA: 10s - loss: 33.6483 - reconstruction_loss: 33.5853 - kl_loss: 1.6179e-05


 96/493 [====>.........................] - ETA: 10s - loss: 33.6468 - reconstruction_loss: 33.6029 - kl_loss: 1.6139e-05


 99/493 [=====>........................] - ETA: 10s - loss: 33.6451 - reconstruction_loss: 33.5912 - kl_loss: 1.6113e-05


101/493 [=====>........................] - ETA: 10s - loss: 33.6441 - reconstruction_loss: 33.5930 - kl_loss: 1.6103e-05


104/493 [=====>........................] - ETA: 10s - loss: 33.6425 - reconstruction_loss: 33.5922 - kl_loss: 1.6075e-05


107/493 [=====>........................] - ETA: 10s - loss: 33.6408 - reconstruction_loss: 33.5844 - kl_loss: 1.6011e-05


110/493 [=====>........................] - ETA: 10s - loss: 33.6394 - reconstruction_loss: 33.5935 - kl_loss: 1.5927e-05


112/493 [=====>........................] - ETA: 9s - loss: 33.6387 - reconstruction_loss: 33.6030 - kl_loss: 1.5881e-05 


114/493 [=====>........................] - ETA: 9s - loss: 33.6383 - reconstruction_loss: 33.6168 - kl_loss: 1.5851e-05


117/493 [======>.......................] - ETA: 9s - loss: 33.6377 - reconstruction_loss: 33.6153 - kl_loss: 1.5814e-05


119/493 [======>.......................] - ETA: 9s - loss: 33.6374 - reconstruction_loss: 33.6199 - kl_loss: 1.5786e-05


122/493 [======>.......................] - ETA: 9s - loss: 33.6370 - reconstruction_loss: 33.6192 - kl_loss: 1.5728e-05


124/493 [======>.......................] - ETA: 9s - loss: 33.6369 - reconstruction_loss: 33.6321 - kl_loss: 1.5673e-05


127/493 [======>.......................] - ETA: 9s - loss: 33.6368 - reconstruction_loss: 33.6313 - kl_loss: 1.5568e-05


129/493 [======>.......................] - ETA: 9s - loss: 33.6367 - reconstruction_loss: 33.6295 - kl_loss: 1.5502e-05


131/493 [======>.......................] - ETA: 9s - loss: 33.6365 - reconstruction_loss: 33.6235 - kl_loss: 1.5445e-05


133/493 [=======>......................] - ETA: 9s - loss: 33.6361 - reconstruction_loss: 33.6139 - kl_loss: 1.5422e-05


135/493 [=======>......................] - ETA: 9s - loss: 33.6359 - reconstruction_loss: 33.6178 - kl_loss: 1.5451e-05


137/493 [=======>......................] - ETA: 9s - loss: 33.6356 - reconstruction_loss: 33.6192 - kl_loss: 1.5507e-05


140/493 [=======>......................] - ETA: 9s - loss: 33.6352 - reconstruction_loss: 33.6103 - kl_loss: 1.5627e-05


143/493 [=======>......................] - ETA: 9s - loss: 33.6347 - reconstruction_loss: 33.6208 - kl_loss: 1.5765e-05


146/493 [=======>......................] - ETA: 9s - loss: 33.6345 - reconstruction_loss: 33.6292 - kl_loss: 1.5884e-05


148/493 [========>.....................] - ETA: 8s - loss: 33.6345 - reconstruction_loss: 33.6282 - kl_loss: 1.5936e-05


151/493 [========>.....................] - ETA: 8s - loss: 33.6343 - reconstruction_loss: 33.6302 - kl_loss: 1.5957e-05


154/493 [========>.....................] - ETA: 8s - loss: 33.6341 - reconstruction_loss: 33.6235 - kl_loss: 1.5914e-05


156/493 [========>.....................] - ETA: 8s - loss: 33.6340 - reconstruction_loss: 33.6245 - kl_loss: 1.5866e-05


159/493 [========>.....................] - ETA: 8s - loss: 33.6338 - reconstruction_loss: 33.6248 - kl_loss: 1.5770e-05


162/493 [========>.....................] - ETA: 8s - loss: 33.6336 - reconstruction_loss: 33.6234 - kl_loss: 1.5667e-05


165/493 [=========>....................] - ETA: 8s - loss: 33.6334 - reconstruction_loss: 33.6238 - kl_loss: 1.5602e-05


167/493 [=========>....................] - ETA: 8s - loss: 33.6333 - reconstruction_loss: 33.6273 - kl_loss: 1.5580e-05


170/493 [=========>....................] - ETA: 8s - loss: 33.6332 - reconstruction_loss: 33.6249 - kl_loss: 1.5592e-05


173/493 [=========>....................] - ETA: 8s - loss: 33.6332 - reconstruction_loss: 33.6354 - kl_loss: 1.5705e-05


176/493 [=========>....................] - ETA: 8s - loss: 33.6332 - reconstruction_loss: 33.6379 - kl_loss: 1.5923e-05


179/493 [=========>....................] - ETA: 8s - loss: 33.6332 - reconstruction_loss: 33.6364 - kl_loss: 1.6163e-05


182/493 [==========>...................] - ETA: 8s - loss: 33.6333 - reconstruction_loss: 33.6321 - kl_loss: 1.6367e-05


184/493 [==========>...................] - ETA: 7s - loss: 33.6333 - reconstruction_loss: 33.6368 - kl_loss: 1.6457e-05


186/493 [==========>...................] - ETA: 7s - loss: 33.6333 - reconstruction_loss: 33.6316 - kl_loss: 1.6507e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6332 - reconstruction_loss: 33.6291 - kl_loss: 1.6511e-05


190/493 [==========>...................] - ETA: 7s - loss: 33.6331 - reconstruction_loss: 33.6238 - kl_loss: 1.6491e-05


193/493 [==========>...................] - ETA: 7s - loss: 33.6330 - reconstruction_loss: 33.6196 - kl_loss: 1.6444e-05


196/493 [==========>...................] - ETA: 7s - loss: 33.6327 - reconstruction_loss: 33.6099 - kl_loss: 1.6394e-05


198/493 [===========>..................] - ETA: 7s - loss: 33.6325 - reconstruction_loss: 33.6142 - kl_loss: 1.6379e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.6323 - reconstruction_loss: 33.6124 - kl_loss: 1.6367e-05


203/493 [===========>..................] - ETA: 7s - loss: 33.6321 - reconstruction_loss: 33.6129 - kl_loss: 1.6339e-05


206/493 [===========>..................] - ETA: 7s - loss: 33.6317 - reconstruction_loss: 33.6072 - kl_loss: 1.6320e-05


209/493 [===========>..................] - ETA: 7s - loss: 33.6314 - reconstruction_loss: 33.6103 - kl_loss: 1.6353e-05


211/493 [===========>..................] - ETA: 7s - loss: 33.6312 - reconstruction_loss: 33.6038 - kl_loss: 1.6406e-05


213/493 [===========>..................] - ETA: 7s - loss: 33.6310 - reconstruction_loss: 33.6150 - kl_loss: 1.6468e-05


216/493 [============>.................] - ETA: 7s - loss: 33.6307 - reconstruction_loss: 33.6054 - kl_loss: 1.6544e-05


218/493 [============>.................] - ETA: 7s - loss: 33.6304 - reconstruction_loss: 33.6043 - kl_loss: 1.6573e-05


220/493 [============>.................] - ETA: 6s - loss: 33.6302 - reconstruction_loss: 33.6094 - kl_loss: 1.6589e-05


223/493 [============>.................] - ETA: 6s - loss: 33.6299 - reconstruction_loss: 33.6038 - kl_loss: 1.6602e-05


226/493 [============>.................] - ETA: 6s - loss: 33.6295 - reconstruction_loss: 33.6056 - kl_loss: 1.6621e-05


229/493 [============>.................] - ETA: 6s - loss: 33.6292 - reconstruction_loss: 33.6084 - kl_loss: 1.6643e-05


231/493 [=============>................] - ETA: 6s - loss: 33.6290 - reconstruction_loss: 33.6081 - kl_loss: 1.6648e-05


234/493 [=============>................] - ETA: 6s - loss: 33.6287 - reconstruction_loss: 33.6058 - kl_loss: 1.6656e-05


237/493 [=============>................] - ETA: 6s - loss: 33.6284 - reconstruction_loss: 33.6013 - kl_loss: 1.6631e-05


240/493 [=============>................] - ETA: 6s - loss: 33.6280 - reconstruction_loss: 33.5970 - kl_loss: 1.6575e-05


243/493 [=============>................] - ETA: 6s - loss: 33.6277 - reconstruction_loss: 33.6021 - kl_loss: 1.6488e-05


246/493 [=============>................] - ETA: 6s - loss: 33.6274 - reconstruction_loss: 33.6000 - kl_loss: 1.6399e-05


249/493 [==============>...............] - ETA: 6s - loss: 33.6271 - reconstruction_loss: 33.6080 - kl_loss: 1.6322e-05


252/493 [==============>...............] - ETA: 6s - loss: 33.6268 - reconstruction_loss: 33.6055 - kl_loss: 1.6270e-05


255/493 [==============>...............] - ETA: 6s - loss: 33.6266 - reconstruction_loss: 33.6114 - kl_loss: 1.6238e-05


258/493 [==============>...............] - ETA: 5s - loss: 33.6265 - reconstruction_loss: 33.6200 - kl_loss: 1.6210e-05


261/493 [==============>...............] - ETA: 5s - loss: 33.6265 - reconstruction_loss: 33.6302 - kl_loss: 1.6203e-05


264/493 [===============>..............] - ETA: 5s - loss: 33.6266 - reconstruction_loss: 33.6272 - kl_loss: 1.6207e-05


267/493 [===============>..............] - ETA: 5s - loss: 33.6265 - reconstruction_loss: 33.6311 - kl_loss: 1.6184e-05


270/493 [===============>..............] - ETA: 5s - loss: 33.6265 - reconstruction_loss: 33.6233 - kl_loss: 1.6132e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.6265 - reconstruction_loss: 33.6228 - kl_loss: 1.6059e-05


275/493 [===============>..............] - ETA: 5s - loss: 33.6265 - reconstruction_loss: 33.6262 - kl_loss: 1.5993e-05


278/493 [===============>..............] - ETA: 5s - loss: 33.6264 - reconstruction_loss: 33.6239 - kl_loss: 1.5877e-05


281/493 [================>.............] - ETA: 5s - loss: 33.6264 - reconstruction_loss: 33.6253 - kl_loss: 1.5755e-05


283/493 [================>.............] - ETA: 5s - loss: 33.6264 - reconstruction_loss: 33.6272 - kl_loss: 1.5676e-05


285/493 [================>.............] - ETA: 5s - loss: 33.6264 - reconstruction_loss: 33.6261 - kl_loss: 1.5595e-05


287/493 [================>.............] - ETA: 5s - loss: 33.6264 - reconstruction_loss: 33.6202 - kl_loss: 1.5509e-05


289/493 [================>.............] - ETA: 5s - loss: 33.6263 - reconstruction_loss: 33.6148 - kl_loss: 1.5422e-05


292/493 [================>.............] - ETA: 5s - loss: 33.6262 - reconstruction_loss: 33.6172 - kl_loss: 1.5296e-05


294/493 [================>.............] - ETA: 5s - loss: 33.6261 - reconstruction_loss: 33.6178 - kl_loss: 1.5224e-05


297/493 [=================>............] - ETA: 4s - loss: 33.6260 - reconstruction_loss: 33.6090 - kl_loss: 1.5131e-05


299/493 [=================>............] - ETA: 4s - loss: 33.6259 - reconstruction_loss: 33.6061 - kl_loss: 1.5068e-05


301/493 [=================>............] - ETA: 4s - loss: 33.6257 - reconstruction_loss: 33.6024 - kl_loss: 1.5012e-05


303/493 [=================>............] - ETA: 4s - loss: 33.6256 - reconstruction_loss: 33.6080 - kl_loss: 1.4970e-05


305/493 [=================>............] - ETA: 4s - loss: 33.6255 - reconstruction_loss: 33.6038 - kl_loss: 1.4939e-05


308/493 [=================>............] - ETA: 4s - loss: 33.6253 - reconstruction_loss: 33.6070 - kl_loss: 1.4902e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6251 - reconstruction_loss: 33.6094 - kl_loss: 1.4872e-05


313/493 [==================>...........] - ETA: 4s - loss: 33.6250 - reconstruction_loss: 33.6129 - kl_loss: 1.4852e-05


316/493 [==================>...........] - ETA: 4s - loss: 33.6249 - reconstruction_loss: 33.6088 - kl_loss: 1.4818e-05


319/493 [==================>...........] - ETA: 4s - loss: 33.6247 - reconstruction_loss: 33.6036 - kl_loss: 1.4786e-05


321/493 [==================>...........] - ETA: 4s - loss: 33.6246 - reconstruction_loss: 33.6083 - kl_loss: 1.4767e-05


324/493 [==================>...........] - ETA: 4s - loss: 33.6245 - reconstruction_loss: 33.6126 - kl_loss: 1.4742e-05


327/493 [==================>...........] - ETA: 4s - loss: 33.6243 - reconstruction_loss: 33.6103 - kl_loss: 1.4719e-05


329/493 [===================>..........] - ETA: 4s - loss: 33.6242 - reconstruction_loss: 33.6070 - kl_loss: 1.4705e-05


331/493 [===================>..........] - ETA: 4s - loss: 33.6241 - reconstruction_loss: 33.6083 - kl_loss: 1.4686e-05


334/493 [===================>..........] - ETA: 4s - loss: 33.6240 - reconstruction_loss: 33.6157 - kl_loss: 1.4639e-05


336/493 [===================>..........] - ETA: 3s - loss: 33.6240 - reconstruction_loss: 33.6108 - kl_loss: 1.4605e-05


339/493 [===================>..........] - ETA: 3s - loss: 33.6239 - reconstruction_loss: 33.6137 - kl_loss: 1.4546e-05


342/493 [===================>..........] - ETA: 3s - loss: 33.6237 - reconstruction_loss: 33.6099 - kl_loss: 1.4485e-05


345/493 [===================>..........] - ETA: 3s - loss: 33.6236 - reconstruction_loss: 33.6103 - kl_loss: 1.4422e-05


347/493 [====================>.........] - ETA: 3s - loss: 33.6235 - reconstruction_loss: 33.6089 - kl_loss: 1.4385e-05


350/493 [====================>.........] - ETA: 3s - loss: 33.6234 - reconstruction_loss: 33.6087 - kl_loss: 1.4344e-05


353/493 [====================>.........] - ETA: 3s - loss: 33.6233 - reconstruction_loss: 33.6078 - kl_loss: 1.4315e-05


356/493 [====================>.........] - ETA: 3s - loss: 33.6232 - reconstruction_loss: 33.6074 - kl_loss: 1.4296e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.6231 - reconstruction_loss: 33.6054 - kl_loss: 1.4292e-05


360/493 [====================>.........] - ETA: 3s - loss: 33.6230 - reconstruction_loss: 33.6106 - kl_loss: 1.4289e-05


362/493 [=====================>........] - ETA: 3s - loss: 33.6229 - reconstruction_loss: 33.6144 - kl_loss: 1.4287e-05


365/493 [=====================>........] - ETA: 3s - loss: 33.6229 - reconstruction_loss: 33.6160 - kl_loss: 1.4278e-05


368/493 [=====================>........] - ETA: 3s - loss: 33.6228 - reconstruction_loss: 33.6174 - kl_loss: 1.4245e-05


371/493 [=====================>........] - ETA: 3s - loss: 33.6228 - reconstruction_loss: 33.6214 - kl_loss: 1.4185e-05


374/493 [=====================>........] - ETA: 3s - loss: 33.6228 - reconstruction_loss: 33.6201 - kl_loss: 1.4125e-05


377/493 [=====================>........] - ETA: 2s - loss: 33.6228 - reconstruction_loss: 33.6236 - kl_loss: 1.4073e-05


379/493 [======================>.......] - ETA: 2s - loss: 33.6228 - reconstruction_loss: 33.6216 - kl_loss: 1.4043e-05


382/493 [======================>.......] - ETA: 2s - loss: 33.6227 - reconstruction_loss: 33.6172 - kl_loss: 1.3996e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.6227 - reconstruction_loss: 33.6170 - kl_loss: 1.3963e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.6227 - reconstruction_loss: 33.6167 - kl_loss: 1.3928e-05


389/493 [======================>.......] - ETA: 2s - loss: 33.6227 - reconstruction_loss: 33.6204 - kl_loss: 1.3869e-05


392/493 [======================>.......] - ETA: 2s - loss: 33.6226 - reconstruction_loss: 33.6224 - kl_loss: 1.3800e-05


395/493 [=======================>......] - ETA: 2s - loss: 33.6226 - reconstruction_loss: 33.6203 - kl_loss: 1.3730e-05


398/493 [=======================>......] - ETA: 2s - loss: 33.6226 - reconstruction_loss: 33.6216 - kl_loss: 1.3666e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.6226 - reconstruction_loss: 33.6254 - kl_loss: 1.3627e-05


402/493 [=======================>......] - ETA: 2s - loss: 33.6226 - reconstruction_loss: 33.6244 - kl_loss: 1.3593e-05


405/493 [=======================>......] - ETA: 2s - loss: 33.6227 - reconstruction_loss: 33.6234 - kl_loss: 1.3548e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6227 - reconstruction_loss: 33.6264 - kl_loss: 1.3511e-05


411/493 [========================>.....] - ETA: 2s - loss: 33.6227 - reconstruction_loss: 33.6234 - kl_loss: 1.3496e-05


414/493 [========================>.....] - ETA: 1s - loss: 33.6227 - reconstruction_loss: 33.6251 - kl_loss: 1.3505e-05


417/493 [========================>.....] - ETA: 1s - loss: 33.6228 - reconstruction_loss: 33.6301 - kl_loss: 1.3555e-05


420/493 [========================>.....] - ETA: 1s - loss: 33.6228 - reconstruction_loss: 33.6314 - kl_loss: 1.3641e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6229 - reconstruction_loss: 33.6317 - kl_loss: 1.3790e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.6229 - reconstruction_loss: 33.6304 - kl_loss: 1.3995e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6230 - reconstruction_loss: 33.6302 - kl_loss: 1.4198e-05


431/493 [=========================>....] - ETA: 1s - loss: 33.6230 - reconstruction_loss: 33.6265 - kl_loss: 1.4298e-05


433/493 [=========================>....] - ETA: 1s - loss: 33.6230 - reconstruction_loss: 33.6253 - kl_loss: 1.4374e-05


436/493 [=========================>....] - ETA: 1s - loss: 33.6230 - reconstruction_loss: 33.6255 - kl_loss: 1.4459e-05


439/493 [=========================>....] - ETA: 1s - loss: 33.6230 - reconstruction_loss: 33.6225 - kl_loss: 1.4530e-05


442/493 [=========================>....] - ETA: 1s - loss: 33.6231 - reconstruction_loss: 33.6261 - kl_loss: 1.4591e-05


445/493 [==========================>...] - ETA: 1s - loss: 33.6231 - reconstruction_loss: 33.6262 - kl_loss: 1.4652e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.6231 - reconstruction_loss: 33.6292 - kl_loss: 1.4710e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.6232 - reconstruction_loss: 33.6305 - kl_loss: 1.4751e-05


454/493 [==========================>...] - ETA: 0s - loss: 33.6232 - reconstruction_loss: 33.6354 - kl_loss: 1.4765e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.6233 - reconstruction_loss: 33.6352 - kl_loss: 1.4755e-05


460/493 [==========================>...] - ETA: 0s - loss: 33.6234 - reconstruction_loss: 33.6331 - kl_loss: 1.4729e-05


463/493 [===========================>..] - ETA: 0s - loss: 33.6235 - reconstruction_loss: 33.6336 - kl_loss: 1.4691e-05


466/493 [===========================>..] - ETA: 0s - loss: 33.6235 - reconstruction_loss: 33.6342 - kl_loss: 1.4649e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6236 - reconstruction_loss: 33.6307 - kl_loss: 1.4625e-05


470/493 [===========================>..] - ETA: 0s - loss: 33.6236 - reconstruction_loss: 33.6326 - kl_loss: 1.4601e-05


473/493 [===========================>..] - ETA: 0s - loss: 33.6237 - reconstruction_loss: 33.6378 - kl_loss: 1.4569e-05


475/493 [===========================>..] - ETA: 0s - loss: 33.6237 - reconstruction_loss: 33.6373 - kl_loss: 1.4553e-05


477/493 [============================>.] - ETA: 0s - loss: 33.6238 - reconstruction_loss: 33.6373 - kl_loss: 1.4536e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6238 - reconstruction_loss: 33.6351 - kl_loss: 1.4514e-05


481/493 [============================>.] - ETA: 0s - loss: 33.6239 - reconstruction_loss: 33.6335 - kl_loss: 1.4487e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6239 - reconstruction_loss: 33.6343 - kl_loss: 1.4446e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6240 - reconstruction_loss: 33.6334 - kl_loss: 1.4420e-05


489/493 [============================>.] - ETA: 0s - loss: 33.6240 - reconstruction_loss: 33.6322 - kl_loss: 1.4386e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6241 - reconstruction_loss: 33.6302 - kl_loss: 1.4359e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6239 - reconstruction_loss: 33.5740 - kl_loss: 1.4350e-05

Epoch 28/30

  1/493 [..............................] - ETA: 12s - loss: 35.0054 - reconstruction_loss: 35.0054 - kl_loss: 9.2685e-06


  4/493 [..............................] - ETA: 11s - loss: 33.9423 - reconstruction_loss: 33.5314 - kl_loss: 8.7097e-06


  7/493 [..............................] - ETA: 11s - loss: 33.7090 - reconstruction_loss: 33.3377 - kl_loss: 8.2765e-06


  9/493 [..............................] - ETA: 12s - loss: 33.6189 - reconstruction_loss: 33.3782 - kl_loss: 8.6559e-06


 11/493 [..............................] - ETA: 12s - loss: 33.6005 - reconstruction_loss: 33.5906 - kl_loss: 9.2279e-06


 13/493 [..............................] - ETA: 12s - loss: 33.6061 - reconstruction_loss: 33.6402 - kl_loss: 9.3304e-06


 15/493 [..............................] - ETA: 12s - loss: 33.6143 - reconstruction_loss: 33.6647 - kl_loss: 9.6540e-06


 17/493 [>.............................] - ETA: 12s - loss: 33.6136 - reconstruction_loss: 33.6122 - kl_loss: 1.0504e-05


 19/493 [>.............................] - ETA: 12s - loss: 33.6199 - reconstruction_loss: 33.6700 - kl_loss: 1.1610e-05


 22/493 [>.............................] - ETA: 11s - loss: 33.6357 - reconstruction_loss: 33.7507 - kl_loss: 1.3702e-05


 24/493 [>.............................] - ETA: 11s - loss: 33.6425 - reconstruction_loss: 33.7049 - kl_loss: 1.5307e-05


 27/493 [>.............................] - ETA: 11s - loss: 33.6481 - reconstruction_loss: 33.6764 - kl_loss: 1.7607e-05


 30/493 [>.............................] - ETA: 11s - loss: 33.6519 - reconstruction_loss: 33.6874 - kl_loss: 1.9275e-05


 32/493 [>.............................] - ETA: 11s - loss: 33.6550 - reconstruction_loss: 33.7099 - kl_loss: 2.0120e-05


 34/493 [=>............................] - ETA: 11s - loss: 33.6587 - reconstruction_loss: 33.7193 - kl_loss: 2.0830e-05


 36/493 [=>............................] - ETA: 11s - loss: 33.6626 - reconstruction_loss: 33.7324 - kl_loss: 2.1362e-05


 38/493 [=>............................] - ETA: 11s - loss: 33.6668 - reconstruction_loss: 33.7414 - kl_loss: 2.1681e-05


 41/493 [=>............................] - ETA: 11s - loss: 33.6733 - reconstruction_loss: 33.7457 - kl_loss: 2.1895e-05


 43/493 [=>............................] - ETA: 11s - loss: 33.6769 - reconstruction_loss: 33.7551 - kl_loss: 2.1924e-05


 46/493 [=>............................] - ETA: 11s - loss: 33.6813 - reconstruction_loss: 33.7498 - kl_loss: 2.1831e-05


 49/493 [=>............................] - ETA: 11s - loss: 33.6869 - reconstruction_loss: 33.7803 - kl_loss: 2.1588e-05


 52/493 [==>...........................] - ETA: 11s - loss: 33.6925 - reconstruction_loss: 33.7949 - kl_loss: 2.1282e-05


 55/493 [==>...........................] - ETA: 10s - loss: 33.6981 - reconstruction_loss: 33.8013 - kl_loss: 2.0924e-05


 57/493 [==>...........................] - ETA: 10s - loss: 33.7014 - reconstruction_loss: 33.7908 - kl_loss: 2.0634e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.7032 - reconstruction_loss: 33.7472 - kl_loss: 2.0313e-05


 61/493 [==>...........................] - ETA: 10s - loss: 33.7048 - reconstruction_loss: 33.7564 - kl_loss: 1.9993e-05


 64/493 [==>...........................] - ETA: 10s - loss: 33.7067 - reconstruction_loss: 33.7363 - kl_loss: 1.9478e-05


 66/493 [===>..........................] - ETA: 10s - loss: 33.7078 - reconstruction_loss: 33.7528 - kl_loss: 1.9083e-05


 69/493 [===>..........................] - ETA: 10s - loss: 33.7099 - reconstruction_loss: 33.7676 - kl_loss: 1.8461e-05


 71/493 [===>..........................] - ETA: 10s - loss: 33.7109 - reconstruction_loss: 33.7430 - kl_loss: 1.8080e-05


 74/493 [===>..........................] - ETA: 10s - loss: 33.7122 - reconstruction_loss: 33.7369 - kl_loss: 1.7559e-05


 77/493 [===>..........................] - ETA: 10s - loss: 33.7135 - reconstruction_loss: 33.7452 - kl_loss: 1.7075e-05


 80/493 [===>..........................] - ETA: 10s - loss: 33.7152 - reconstruction_loss: 33.7556 - kl_loss: 1.6634e-05


 82/493 [===>..........................] - ETA: 10s - loss: 33.7163 - reconstruction_loss: 33.7601 - kl_loss: 1.6348e-05


 85/493 [====>.........................] - ETA: 10s - loss: 33.7173 - reconstruction_loss: 33.7411 - kl_loss: 1.5952e-05


 88/493 [====>.........................] - ETA: 10s - loss: 33.7179 - reconstruction_loss: 33.7272 - kl_loss: 1.5596e-05


 91/493 [====>.........................] - ETA: 10s - loss: 33.7181 - reconstruction_loss: 33.7253 - kl_loss: 1.5296e-05


 94/493 [====>.........................] - ETA: 9s - loss: 33.7184 - reconstruction_loss: 33.7262 - kl_loss: 1.5124e-05 


 97/493 [====>.........................] - ETA: 9s - loss: 33.7183 - reconstruction_loss: 33.6992 - kl_loss: 1.5134e-05


100/493 [=====>........................] - ETA: 9s - loss: 33.7175 - reconstruction_loss: 33.6891 - kl_loss: 1.5411e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.7165 - reconstruction_loss: 33.6879 - kl_loss: 1.5841e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.7154 - reconstruction_loss: 33.6763 - kl_loss: 1.6241e-05


109/493 [=====>........................] - ETA: 9s - loss: 33.7144 - reconstruction_loss: 33.6792 - kl_loss: 1.6554e-05


111/493 [=====>........................] - ETA: 9s - loss: 33.7138 - reconstruction_loss: 33.6749 - kl_loss: 1.6694e-05


113/493 [=====>........................] - ETA: 9s - loss: 33.7130 - reconstruction_loss: 33.6708 - kl_loss: 1.6769e-05


116/493 [======>.......................] - ETA: 9s - loss: 33.7118 - reconstruction_loss: 33.6587 - kl_loss: 1.6756e-05


119/493 [======>.......................] - ETA: 9s - loss: 33.7104 - reconstruction_loss: 33.6638 - kl_loss: 1.6630e-05


122/493 [======>.......................] - ETA: 9s - loss: 33.7091 - reconstruction_loss: 33.6504 - kl_loss: 1.6475e-05


125/493 [======>.......................] - ETA: 9s - loss: 33.7071 - reconstruction_loss: 33.6176 - kl_loss: 1.6295e-05


128/493 [======>.......................] - ETA: 9s - loss: 33.7052 - reconstruction_loss: 33.6264 - kl_loss: 1.6101e-05


131/493 [======>.......................] - ETA: 8s - loss: 33.7034 - reconstruction_loss: 33.6246 - kl_loss: 1.5886e-05


134/493 [=======>......................] - ETA: 8s - loss: 33.7017 - reconstruction_loss: 33.6308 - kl_loss: 1.5634e-05


137/493 [=======>......................] - ETA: 8s - loss: 33.7002 - reconstruction_loss: 33.6351 - kl_loss: 1.5387e-05


140/493 [=======>......................] - ETA: 8s - loss: 33.6988 - reconstruction_loss: 33.6428 - kl_loss: 1.5158e-05


142/493 [=======>......................] - ETA: 8s - loss: 33.6979 - reconstruction_loss: 33.6295 - kl_loss: 1.5043e-05


145/493 [=======>......................] - ETA: 8s - loss: 33.6964 - reconstruction_loss: 33.6285 - kl_loss: 1.4964e-05


148/493 [========>.....................] - ETA: 8s - loss: 33.6951 - reconstruction_loss: 33.6252 - kl_loss: 1.5048e-05


151/493 [========>.....................] - ETA: 8s - loss: 33.6937 - reconstruction_loss: 33.6263 - kl_loss: 1.5260e-05


154/493 [========>.....................] - ETA: 8s - loss: 33.6923 - reconstruction_loss: 33.6236 - kl_loss: 1.5523e-05


157/493 [========>.....................] - ETA: 8s - loss: 33.6909 - reconstruction_loss: 33.6143 - kl_loss: 1.5780e-05


160/493 [========>.....................] - ETA: 8s - loss: 33.6895 - reconstruction_loss: 33.6176 - kl_loss: 1.5993e-05


162/493 [========>.....................] - ETA: 8s - loss: 33.6886 - reconstruction_loss: 33.6177 - kl_loss: 1.6089e-05


165/493 [=========>....................] - ETA: 8s - loss: 33.6874 - reconstruction_loss: 33.6239 - kl_loss: 1.6157e-05


168/493 [=========>....................] - ETA: 8s - loss: 33.6861 - reconstruction_loss: 33.6128 - kl_loss: 1.6154e-05


170/493 [=========>....................] - ETA: 7s - loss: 33.6852 - reconstruction_loss: 33.6122 - kl_loss: 1.6128e-05


173/493 [=========>....................] - ETA: 7s - loss: 33.6839 - reconstruction_loss: 33.6082 - kl_loss: 1.6081e-05


175/493 [=========>....................] - ETA: 7s - loss: 33.6830 - reconstruction_loss: 33.6090 - kl_loss: 1.6049e-05


178/493 [=========>....................] - ETA: 7s - loss: 33.6816 - reconstruction_loss: 33.6018 - kl_loss: 1.5988e-05


181/493 [==========>...................] - ETA: 7s - loss: 33.6803 - reconstruction_loss: 33.6059 - kl_loss: 1.5901e-05


183/493 [==========>...................] - ETA: 7s - loss: 33.6795 - reconstruction_loss: 33.6035 - kl_loss: 1.5842e-05


186/493 [==========>...................] - ETA: 7s - loss: 33.6784 - reconstruction_loss: 33.6130 - kl_loss: 1.5772e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6777 - reconstruction_loss: 33.6107 - kl_loss: 1.5733e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.6767 - reconstruction_loss: 33.6142 - kl_loss: 1.5635e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.6757 - reconstruction_loss: 33.6126 - kl_loss: 1.5497e-05


197/493 [==========>...................] - ETA: 7s - loss: 33.6748 - reconstruction_loss: 33.6175 - kl_loss: 1.5353e-05


200/493 [===========>..................] - ETA: 7s - loss: 33.6739 - reconstruction_loss: 33.6146 - kl_loss: 1.5249e-05


203/493 [===========>..................] - ETA: 7s - loss: 33.6731 - reconstruction_loss: 33.6213 - kl_loss: 1.5184e-05


206/493 [===========>..................] - ETA: 7s - loss: 33.6724 - reconstruction_loss: 33.6269 - kl_loss: 1.5141e-05


209/493 [===========>..................] - ETA: 7s - loss: 33.6719 - reconstruction_loss: 33.6322 - kl_loss: 1.5119e-05


212/493 [===========>..................] - ETA: 6s - loss: 33.6713 - reconstruction_loss: 33.6334 - kl_loss: 1.5107e-05


215/493 [============>.................] - ETA: 6s - loss: 33.6708 - reconstruction_loss: 33.6357 - kl_loss: 1.5098e-05


218/493 [============>.................] - ETA: 6s - loss: 33.6703 - reconstruction_loss: 33.6421 - kl_loss: 1.5080e-05


221/493 [============>.................] - ETA: 6s - loss: 33.6699 - reconstruction_loss: 33.6375 - kl_loss: 1.5041e-05


224/493 [============>.................] - ETA: 6s - loss: 33.6695 - reconstruction_loss: 33.6344 - kl_loss: 1.5000e-05


226/493 [============>.................] - ETA: 6s - loss: 33.6691 - reconstruction_loss: 33.6324 - kl_loss: 1.4991e-05


229/493 [============>.................] - ETA: 6s - loss: 33.6687 - reconstruction_loss: 33.6328 - kl_loss: 1.5021e-05


232/493 [=============>................] - ETA: 6s - loss: 33.6682 - reconstruction_loss: 33.6287 - kl_loss: 1.5073e-05


234/493 [=============>................] - ETA: 6s - loss: 33.6679 - reconstruction_loss: 33.6349 - kl_loss: 1.5095e-05


236/493 [=============>................] - ETA: 6s - loss: 33.6676 - reconstruction_loss: 33.6401 - kl_loss: 1.5118e-05


238/493 [=============>................] - ETA: 6s - loss: 33.6674 - reconstruction_loss: 33.6413 - kl_loss: 1.5157e-05


241/493 [=============>................] - ETA: 6s - loss: 33.6671 - reconstruction_loss: 33.6417 - kl_loss: 1.5252e-05


244/493 [=============>................] - ETA: 6s - loss: 33.6668 - reconstruction_loss: 33.6395 - kl_loss: 1.5376e-05


247/493 [==============>...............] - ETA: 6s - loss: 33.6664 - reconstruction_loss: 33.6375 - kl_loss: 1.5521e-05


250/493 [==============>...............] - ETA: 5s - loss: 33.6661 - reconstruction_loss: 33.6425 - kl_loss: 1.5680e-05


253/493 [==============>...............] - ETA: 5s - loss: 33.6659 - reconstruction_loss: 33.6422 - kl_loss: 1.5853e-05


256/493 [==============>...............] - ETA: 5s - loss: 33.6656 - reconstruction_loss: 33.6461 - kl_loss: 1.6000e-05


259/493 [==============>...............] - ETA: 5s - loss: 33.6654 - reconstruction_loss: 33.6455 - kl_loss: 1.6077e-05


261/493 [==============>...............] - ETA: 5s - loss: 33.6652 - reconstruction_loss: 33.6487 - kl_loss: 1.6079e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.6651 - reconstruction_loss: 33.6493 - kl_loss: 1.6051e-05


265/493 [===============>..............] - ETA: 5s - loss: 33.6650 - reconstruction_loss: 33.6445 - kl_loss: 1.5997e-05


267/493 [===============>..............] - ETA: 5s - loss: 33.6648 - reconstruction_loss: 33.6431 - kl_loss: 1.5921e-05


269/493 [===============>..............] - ETA: 5s - loss: 33.6647 - reconstruction_loss: 33.6482 - kl_loss: 1.5835e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.6646 - reconstruction_loss: 33.6547 - kl_loss: 1.5745e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.6645 - reconstruction_loss: 33.6547 - kl_loss: 1.5652e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.6644 - reconstruction_loss: 33.6520 - kl_loss: 1.5504e-05


279/493 [===============>..............] - ETA: 5s - loss: 33.6643 - reconstruction_loss: 33.6573 - kl_loss: 1.5350e-05


281/493 [================>.............] - ETA: 5s - loss: 33.6643 - reconstruction_loss: 33.6576 - kl_loss: 1.5257e-05


283/493 [================>.............] - ETA: 5s - loss: 33.6642 - reconstruction_loss: 33.6519 - kl_loss: 1.5175e-05


286/493 [================>.............] - ETA: 5s - loss: 33.6641 - reconstruction_loss: 33.6512 - kl_loss: 1.5086e-05


289/493 [================>.............] - ETA: 5s - loss: 33.6639 - reconstruction_loss: 33.6475 - kl_loss: 1.5052e-05


292/493 [================>.............] - ETA: 4s - loss: 33.6638 - reconstruction_loss: 33.6504 - kl_loss: 1.5082e-05


295/493 [================>.............] - ETA: 4s - loss: 33.6636 - reconstruction_loss: 33.6516 - kl_loss: 1.5176e-05


298/493 [=================>............] - ETA: 4s - loss: 33.6635 - reconstruction_loss: 33.6524 - kl_loss: 1.5326e-05


301/493 [=================>............] - ETA: 4s - loss: 33.6634 - reconstruction_loss: 33.6520 - kl_loss: 1.5487e-05


304/493 [=================>............] - ETA: 4s - loss: 33.6633 - reconstruction_loss: 33.6533 - kl_loss: 1.5630e-05


306/493 [=================>............] - ETA: 4s - loss: 33.6633 - reconstruction_loss: 33.6559 - kl_loss: 1.5707e-05


308/493 [=================>............] - ETA: 4s - loss: 33.6632 - reconstruction_loss: 33.6539 - kl_loss: 1.5779e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6631 - reconstruction_loss: 33.6549 - kl_loss: 1.5936e-05


313/493 [==================>...........] - ETA: 4s - loss: 33.6631 - reconstruction_loss: 33.6517 - kl_loss: 1.6085e-05


315/493 [==================>...........] - ETA: 4s - loss: 33.6630 - reconstruction_loss: 33.6498 - kl_loss: 1.6261e-05


318/493 [==================>...........] - ETA: 4s - loss: 33.6629 - reconstruction_loss: 33.6506 - kl_loss: 1.6542e-05


321/493 [==================>...........] - ETA: 4s - loss: 33.6628 - reconstruction_loss: 33.6520 - kl_loss: 1.6814e-05


323/493 [==================>...........] - ETA: 4s - loss: 33.6627 - reconstruction_loss: 33.6536 - kl_loss: 1.6977e-05


325/493 [==================>...........] - ETA: 4s - loss: 33.6626 - reconstruction_loss: 33.6492 - kl_loss: 1.7121e-05


327/493 [==================>...........] - ETA: 4s - loss: 33.6626 - reconstruction_loss: 33.6470 - kl_loss: 1.7251e-05


330/493 [===================>..........] - ETA: 4s - loss: 33.6624 - reconstruction_loss: 33.6443 - kl_loss: 1.7414e-05


332/493 [===================>..........] - ETA: 3s - loss: 33.6623 - reconstruction_loss: 33.6446 - kl_loss: 1.7490e-05


334/493 [===================>..........] - ETA: 3s - loss: 33.6622 - reconstruction_loss: 33.6487 - kl_loss: 1.7532e-05


337/493 [===================>..........] - ETA: 3s - loss: 33.6621 - reconstruction_loss: 33.6446 - kl_loss: 1.7538e-05


339/493 [===================>..........] - ETA: 3s - loss: 33.6620 - reconstruction_loss: 33.6469 - kl_loss: 1.7517e-05


341/493 [===================>..........] - ETA: 3s - loss: 33.6619 - reconstruction_loss: 33.6489 - kl_loss: 1.7480e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.6618 - reconstruction_loss: 33.6474 - kl_loss: 1.7431e-05


346/493 [====================>.........] - ETA: 3s - loss: 33.6617 - reconstruction_loss: 33.6436 - kl_loss: 1.7336e-05


349/493 [====================>.........] - ETA: 3s - loss: 33.6615 - reconstruction_loss: 33.6382 - kl_loss: 1.7219e-05


352/493 [====================>.........] - ETA: 3s - loss: 33.6612 - reconstruction_loss: 33.6281 - kl_loss: 1.7089e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6610 - reconstruction_loss: 33.6268 - kl_loss: 1.6954e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.6607 - reconstruction_loss: 33.6248 - kl_loss: 1.6818e-05


360/493 [====================>.........] - ETA: 3s - loss: 33.6605 - reconstruction_loss: 33.6278 - kl_loss: 1.6737e-05


363/493 [=====================>........] - ETA: 3s - loss: 33.6602 - reconstruction_loss: 33.6285 - kl_loss: 1.6642e-05


366/493 [=====================>........] - ETA: 3s - loss: 33.6600 - reconstruction_loss: 33.6313 - kl_loss: 1.6584e-05


369/493 [=====================>........] - ETA: 3s - loss: 33.6597 - reconstruction_loss: 33.6288 - kl_loss: 1.6562e-05


372/493 [=====================>........] - ETA: 2s - loss: 33.6595 - reconstruction_loss: 33.6299 - kl_loss: 1.6539e-05


375/493 [=====================>........] - ETA: 2s - loss: 33.6593 - reconstruction_loss: 33.6319 - kl_loss: 1.6540e-05


378/493 [======================>.......] - ETA: 2s - loss: 33.6590 - reconstruction_loss: 33.6302 - kl_loss: 1.6563e-05


381/493 [======================>.......] - ETA: 2s - loss: 33.6588 - reconstruction_loss: 33.6327 - kl_loss: 1.6647e-05


384/493 [======================>.......] - ETA: 2s - loss: 33.6586 - reconstruction_loss: 33.6309 - kl_loss: 1.6801e-05


386/493 [======================>.......] - ETA: 2s - loss: 33.6585 - reconstruction_loss: 33.6291 - kl_loss: 1.6927e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6583 - reconstruction_loss: 33.6248 - kl_loss: 1.7035e-05


389/493 [======================>.......] - ETA: 2s - loss: 33.6582 - reconstruction_loss: 33.6255 - kl_loss: 1.7079e-05


391/493 [======================>.......] - ETA: 2s - loss: 33.6581 - reconstruction_loss: 33.6300 - kl_loss: 1.7159e-05


393/493 [======================>.......] - ETA: 2s - loss: 33.6579 - reconstruction_loss: 33.6336 - kl_loss: 1.7242e-05


395/493 [=======================>......] - ETA: 2s - loss: 33.6578 - reconstruction_loss: 33.6318 - kl_loss: 1.7332e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.6577 - reconstruction_loss: 33.6268 - kl_loss: 1.7418e-05


399/493 [=======================>......] - ETA: 2s - loss: 33.6575 - reconstruction_loss: 33.6244 - kl_loss: 1.7500e-05


401/493 [=======================>......] - ETA: 2s - loss: 33.6573 - reconstruction_loss: 33.6216 - kl_loss: 1.7568e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.6571 - reconstruction_loss: 33.6148 - kl_loss: 1.7629e-05


405/493 [=======================>......] - ETA: 2s - loss: 33.6569 - reconstruction_loss: 33.6171 - kl_loss: 1.7686e-05


407/493 [=======================>......] - ETA: 2s - loss: 33.6567 - reconstruction_loss: 33.6163 - kl_loss: 1.7737e-05


410/493 [=======================>......] - ETA: 2s - loss: 33.6564 - reconstruction_loss: 33.6143 - kl_loss: 1.7810e-05


413/493 [========================>.....] - ETA: 2s - loss: 33.6561 - reconstruction_loss: 33.6151 - kl_loss: 1.7863e-05


416/493 [========================>.....] - ETA: 1s - loss: 33.6558 - reconstruction_loss: 33.6165 - kl_loss: 1.7887e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.6556 - reconstruction_loss: 33.6133 - kl_loss: 1.7890e-05


421/493 [========================>.....] - ETA: 1s - loss: 33.6553 - reconstruction_loss: 33.6152 - kl_loss: 1.7902e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6551 - reconstruction_loss: 33.6186 - kl_loss: 1.7925e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.6549 - reconstruction_loss: 33.6208 - kl_loss: 1.7963e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6546 - reconstruction_loss: 33.6194 - kl_loss: 1.7994e-05


432/493 [=========================>....] - ETA: 1s - loss: 33.6544 - reconstruction_loss: 33.6210 - kl_loss: 1.7992e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6542 - reconstruction_loss: 33.6233 - kl_loss: 1.7961e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6540 - reconstruction_loss: 33.6233 - kl_loss: 1.7909e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6538 - reconstruction_loss: 33.6229 - kl_loss: 1.7836e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.6536 - reconstruction_loss: 33.6256 - kl_loss: 1.7759e-05


446/493 [==========================>...] - ETA: 1s - loss: 33.6534 - reconstruction_loss: 33.6222 - kl_loss: 1.7713e-05


448/493 [==========================>...] - ETA: 1s - loss: 33.6533 - reconstruction_loss: 33.6263 - kl_loss: 1.7672e-05


451/493 [==========================>...] - ETA: 1s - loss: 33.6532 - reconstruction_loss: 33.6291 - kl_loss: 1.7615e-05


454/493 [==========================>...] - ETA: 0s - loss: 33.6530 - reconstruction_loss: 33.6278 - kl_loss: 1.7560e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6529 - reconstruction_loss: 33.6274 - kl_loss: 1.7520e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.6527 - reconstruction_loss: 33.6313 - kl_loss: 1.7473e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6526 - reconstruction_loss: 33.6295 - kl_loss: 1.7434e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6524 - reconstruction_loss: 33.6284 - kl_loss: 1.7411e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6523 - reconstruction_loss: 33.6264 - kl_loss: 1.7403e-05


470/493 [===========================>..] - ETA: 0s - loss: 33.6522 - reconstruction_loss: 33.6269 - kl_loss: 1.7403e-05


473/493 [===========================>..] - ETA: 0s - loss: 33.6520 - reconstruction_loss: 33.6269 - kl_loss: 1.7389e-05


476/493 [===========================>..] - ETA: 0s - loss: 33.6518 - reconstruction_loss: 33.6273 - kl_loss: 1.7352e-05


479/493 [============================>.] - ETA: 0s - loss: 33.6517 - reconstruction_loss: 33.6237 - kl_loss: 1.7304e-05


482/493 [============================>.] - ETA: 0s - loss: 33.6515 - reconstruction_loss: 33.6224 - kl_loss: 1.7261e-05


485/493 [============================>.] - ETA: 0s - loss: 33.6513 - reconstruction_loss: 33.6243 - kl_loss: 1.7223e-05


488/493 [============================>.] - ETA: 0s - loss: 33.6512 - reconstruction_loss: 33.6256 - kl_loss: 1.7197e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6511 - reconstruction_loss: 33.6289 - kl_loss: 1.7191e-05


493/493 [==============================] - ETA: 0s - loss: 33.6508 - reconstruction_loss: 33.5750 - kl_loss: 1.7213e-05


493/493 [==============================] - 12s 25ms/step - loss: 33.6507 - reconstruction_loss: 33.5750 - kl_loss: 1.7213e-05

Epoch 29/30

  1/493 [..............................] - ETA: 11s - loss: 34.1612 - reconstruction_loss: 34.1612 - kl_loss: 2.5570e-05


  4/493 [..............................] - ETA: 11s - loss: 34.1087 - reconstruction_loss: 34.2263 - kl_loss: 2.8357e-05


  6/493 [..............................] - ETA: 11s - loss: 34.1039 - reconstruction_loss: 34.0850 - kl_loss: 3.1233e-05


  9/493 [..............................] - ETA: 11s - loss: 34.0413 - reconstruction_loss: 33.8284 - kl_loss: 3.5057e-05


 12/493 [..............................] - ETA: 11s - loss: 33.9876 - reconstruction_loss: 33.8783 - kl_loss: 3.6982e-05


 15/493 [..............................] - ETA: 11s - loss: 33.9427 - reconstruction_loss: 33.6896 - kl_loss: 3.7831e-05


 18/493 [>.............................] - ETA: 11s - loss: 33.9052 - reconstruction_loss: 33.7535 - kl_loss: 3.7475e-05


 20/493 [>.............................] - ETA: 11s - loss: 33.8967 - reconstruction_loss: 33.8385 - kl_loss: 3.7135e-05


 23/493 [>.............................] - ETA: 11s - loss: 33.8800 - reconstruction_loss: 33.7625 - kl_loss: 3.7300e-05


 25/493 [>.............................] - ETA: 11s - loss: 33.8674 - reconstruction_loss: 33.7105 - kl_loss: 3.7404e-05


 27/493 [>.............................] - ETA: 11s - loss: 33.8554 - reconstruction_loss: 33.6976 - kl_loss: 3.7298e-05


 29/493 [>.............................] - ETA: 11s - loss: 33.8433 - reconstruction_loss: 33.6634 - kl_loss: 3.6964e-05


 31/493 [>.............................] - ETA: 11s - loss: 33.8329 - reconstruction_loss: 33.7021 - kl_loss: 3.6471e-05


 34/493 [=>............................] - ETA: 11s - loss: 33.8258 - reconstruction_loss: 33.7638 - kl_loss: 3.5860e-05


 36/493 [=>............................] - ETA: 11s - loss: 33.8217 - reconstruction_loss: 33.7448 - kl_loss: 3.5788e-05


 38/493 [=>............................] - ETA: 11s - loss: 33.8169 - reconstruction_loss: 33.7235 - kl_loss: 3.5738e-05


 41/493 [=>............................] - ETA: 11s - loss: 33.8119 - reconstruction_loss: 33.7542 - kl_loss: 3.5506e-05


 44/493 [=>............................] - ETA: 11s - loss: 33.8072 - reconstruction_loss: 33.7308 - kl_loss: 3.5048e-05


 47/493 [=>............................] - ETA: 11s - loss: 33.8035 - reconstruction_loss: 33.7477 - kl_loss: 3.4245e-05


 49/493 [=>............................] - ETA: 11s - loss: 33.8017 - reconstruction_loss: 33.7671 - kl_loss: 3.3553e-05


 51/493 [==>...........................] - ETA: 11s - loss: 33.7993 - reconstruction_loss: 33.7432 - kl_loss: 3.2825e-05


 54/493 [==>...........................] - ETA: 10s - loss: 33.7983 - reconstruction_loss: 33.8007 - kl_loss: 3.1782e-05


 57/493 [==>...........................] - ETA: 10s - loss: 33.7987 - reconstruction_loss: 33.8042 - kl_loss: 3.0917e-05


 59/493 [==>...........................] - ETA: 10s - loss: 33.7992 - reconstruction_loss: 33.8128 - kl_loss: 3.0384e-05


 61/493 [==>...........................] - ETA: 10s - loss: 33.7996 - reconstruction_loss: 33.8104 - kl_loss: 2.9884e-05


 64/493 [==>...........................] - ETA: 10s - loss: 33.8003 - reconstruction_loss: 33.8176 - kl_loss: 2.9155e-05


 67/493 [===>..........................] - ETA: 10s - loss: 33.7999 - reconstruction_loss: 33.7938 - kl_loss: 2.8403e-05


 70/493 [===>..........................] - ETA: 10s - loss: 33.8005 - reconstruction_loss: 33.8082 - kl_loss: 2.7697e-05


 73/493 [===>..........................] - ETA: 10s - loss: 33.8003 - reconstruction_loss: 33.7955 - kl_loss: 2.7051e-05


 76/493 [===>..........................] - ETA: 10s - loss: 33.8001 - reconstruction_loss: 33.7953 - kl_loss: 2.6418e-05


 79/493 [===>..........................] - ETA: 10s - loss: 33.7990 - reconstruction_loss: 33.7579 - kl_loss: 2.5780e-05


 82/493 [===>..........................] - ETA: 10s - loss: 33.7974 - reconstruction_loss: 33.7574 - kl_loss: 2.5160e-05


 84/493 [====>.........................] - ETA: 10s - loss: 33.7966 - reconstruction_loss: 33.7594 - kl_loss: 2.4771e-05


 87/493 [====>.........................] - ETA: 10s - loss: 33.7950 - reconstruction_loss: 33.7460 - kl_loss: 2.4207e-05


 90/493 [====>.........................] - ETA: 10s - loss: 33.7928 - reconstruction_loss: 33.7203 - kl_loss: 2.3627e-05


 93/493 [====>.........................] - ETA: 9s - loss: 33.7900 - reconstruction_loss: 33.7080 - kl_loss: 2.3007e-05 


 96/493 [====>.........................] - ETA: 9s - loss: 33.7870 - reconstruction_loss: 33.6905 - kl_loss: 2.2404e-05


 98/493 [====>.........................] - ETA: 9s - loss: 33.7849 - reconstruction_loss: 33.6822 - kl_loss: 2.2029e-05


100/493 [=====>........................] - ETA: 9s - loss: 33.7826 - reconstruction_loss: 33.6655 - kl_loss: 2.1687e-05


103/493 [=====>........................] - ETA: 9s - loss: 33.7790 - reconstruction_loss: 33.6585 - kl_loss: 2.1273e-05


106/493 [=====>........................] - ETA: 9s - loss: 33.7759 - reconstruction_loss: 33.6753 - kl_loss: 2.0983e-05


109/493 [=====>........................] - ETA: 9s - loss: 33.7729 - reconstruction_loss: 33.6695 - kl_loss: 2.0806e-05


112/493 [=====>........................] - ETA: 9s - loss: 33.7702 - reconstruction_loss: 33.6708 - kl_loss: 2.0685e-05


115/493 [=====>........................] - ETA: 9s - loss: 33.7676 - reconstruction_loss: 33.6783 - kl_loss: 2.0535e-05


117/493 [======>.......................] - ETA: 9s - loss: 33.7660 - reconstruction_loss: 33.6817 - kl_loss: 2.0397e-05


120/493 [======>.......................] - ETA: 9s - loss: 33.7638 - reconstruction_loss: 33.6830 - kl_loss: 2.0129e-05


123/493 [======>.......................] - ETA: 9s - loss: 33.7619 - reconstruction_loss: 33.6882 - kl_loss: 1.9813e-05


125/493 [======>.......................] - ETA: 9s - loss: 33.7608 - reconstruction_loss: 33.6913 - kl_loss: 1.9585e-05


128/493 [======>.......................] - ETA: 9s - loss: 33.7590 - reconstruction_loss: 33.6823 - kl_loss: 1.9222e-05


131/493 [======>.......................] - ETA: 8s - loss: 33.7573 - reconstruction_loss: 33.6867 - kl_loss: 1.8853e-05


134/493 [=======>......................] - ETA: 8s - loss: 33.7555 - reconstruction_loss: 33.6700 - kl_loss: 1.8526e-05


137/493 [=======>......................] - ETA: 8s - loss: 33.7538 - reconstruction_loss: 33.6818 - kl_loss: 1.8233e-05


139/493 [=======>......................] - ETA: 8s - loss: 33.7526 - reconstruction_loss: 33.6761 - kl_loss: 1.8062e-05


142/493 [=======>......................] - ETA: 8s - loss: 33.7511 - reconstruction_loss: 33.6776 - kl_loss: 1.7848e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.7500 - reconstruction_loss: 33.6742 - kl_loss: 1.7722e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.7484 - reconstruction_loss: 33.6718 - kl_loss: 1.7515e-05


149/493 [========>.....................] - ETA: 8s - loss: 33.7473 - reconstruction_loss: 33.6646 - kl_loss: 1.7373e-05


152/493 [========>.....................] - ETA: 8s - loss: 33.7456 - reconstruction_loss: 33.6625 - kl_loss: 1.7206e-05


155/493 [========>.....................] - ETA: 8s - loss: 33.7439 - reconstruction_loss: 33.6564 - kl_loss: 1.7134e-05


157/493 [========>.....................] - ETA: 8s - loss: 33.7427 - reconstruction_loss: 33.6558 - kl_loss: 1.7142e-05


160/493 [========>.....................] - ETA: 8s - loss: 33.7411 - reconstruction_loss: 33.6599 - kl_loss: 1.7207e-05


163/493 [========>.....................] - ETA: 8s - loss: 33.7399 - reconstruction_loss: 33.6688 - kl_loss: 1.7306e-05


166/493 [=========>....................] - ETA: 8s - loss: 33.7385 - reconstruction_loss: 33.6736 - kl_loss: 1.7379e-05


169/493 [=========>....................] - ETA: 8s - loss: 33.7373 - reconstruction_loss: 33.6669 - kl_loss: 1.7364e-05


172/493 [=========>....................] - ETA: 7s - loss: 33.7360 - reconstruction_loss: 33.6604 - kl_loss: 1.7247e-05


175/493 [=========>....................] - ETA: 7s - loss: 33.7346 - reconstruction_loss: 33.6552 - kl_loss: 1.7079e-05


178/493 [=========>....................] - ETA: 7s - loss: 33.7333 - reconstruction_loss: 33.6605 - kl_loss: 1.6927e-05


181/493 [==========>...................] - ETA: 7s - loss: 33.7322 - reconstruction_loss: 33.6612 - kl_loss: 1.6819e-05


184/493 [==========>...................] - ETA: 7s - loss: 33.7310 - reconstruction_loss: 33.6517 - kl_loss: 1.6750e-05


187/493 [==========>...................] - ETA: 7s - loss: 33.7296 - reconstruction_loss: 33.6420 - kl_loss: 1.6688e-05


190/493 [==========>...................] - ETA: 7s - loss: 33.7281 - reconstruction_loss: 33.6360 - kl_loss: 1.6644e-05


193/493 [==========>...................] - ETA: 7s - loss: 33.7267 - reconstruction_loss: 33.6426 - kl_loss: 1.6614e-05


196/493 [==========>...................] - ETA: 7s - loss: 33.7254 - reconstruction_loss: 33.6354 - kl_loss: 1.6610e-05


199/493 [===========>..................] - ETA: 7s - loss: 33.7240 - reconstruction_loss: 33.6344 - kl_loss: 1.6602e-05


202/493 [===========>..................] - ETA: 7s - loss: 33.7227 - reconstruction_loss: 33.6374 - kl_loss: 1.6554e-05


205/493 [===========>..................] - ETA: 7s - loss: 33.7215 - reconstruction_loss: 33.6451 - kl_loss: 1.6484e-05


208/493 [===========>..................] - ETA: 7s - loss: 33.7204 - reconstruction_loss: 33.6418 - kl_loss: 1.6437e-05


211/493 [===========>..................] - ETA: 6s - loss: 33.7193 - reconstruction_loss: 33.6461 - kl_loss: 1.6428e-05


214/493 [============>.................] - ETA: 6s - loss: 33.7182 - reconstruction_loss: 33.6399 - kl_loss: 1.6444e-05


216/493 [============>.................] - ETA: 6s - loss: 33.7175 - reconstruction_loss: 33.6344 - kl_loss: 1.6459e-05


219/493 [============>.................] - ETA: 6s - loss: 33.7163 - reconstruction_loss: 33.6301 - kl_loss: 1.6474e-05


222/493 [============>.................] - ETA: 6s - loss: 33.7151 - reconstruction_loss: 33.6285 - kl_loss: 1.6440e-05


224/493 [============>.................] - ETA: 6s - loss: 33.7143 - reconstruction_loss: 33.6221 - kl_loss: 1.6381e-05


227/493 [============>.................] - ETA: 6s - loss: 33.7130 - reconstruction_loss: 33.6173 - kl_loss: 1.6267e-05


229/493 [============>.................] - ETA: 6s - loss: 33.7122 - reconstruction_loss: 33.6197 - kl_loss: 1.6185e-05


232/493 [=============>................] - ETA: 6s - loss: 33.7110 - reconstruction_loss: 33.6230 - kl_loss: 1.6071e-05


235/493 [=============>................] - ETA: 6s - loss: 33.7099 - reconstruction_loss: 33.6226 - kl_loss: 1.5987e-05


238/493 [=============>................] - ETA: 6s - loss: 33.7089 - reconstruction_loss: 33.6300 - kl_loss: 1.5934e-05


241/493 [=============>................] - ETA: 6s - loss: 33.7079 - reconstruction_loss: 33.6339 - kl_loss: 1.5910e-05


243/493 [=============>................] - ETA: 6s - loss: 33.7073 - reconstruction_loss: 33.6371 - kl_loss: 1.5910e-05


246/493 [=============>................] - ETA: 6s - loss: 33.7064 - reconstruction_loss: 33.6275 - kl_loss: 1.5918e-05


249/493 [==============>...............] - ETA: 6s - loss: 33.7055 - reconstruction_loss: 33.6316 - kl_loss: 1.5898e-05


251/493 [==============>...............] - ETA: 5s - loss: 33.7049 - reconstruction_loss: 33.6312 - kl_loss: 1.5858e-05


254/493 [==============>...............] - ETA: 5s - loss: 33.7040 - reconstruction_loss: 33.6299 - kl_loss: 1.5754e-05


257/493 [==============>...............] - ETA: 5s - loss: 33.7031 - reconstruction_loss: 33.6329 - kl_loss: 1.5627e-05


260/493 [==============>...............] - ETA: 5s - loss: 33.7023 - reconstruction_loss: 33.6320 - kl_loss: 1.5491e-05


263/493 [===============>..............] - ETA: 5s - loss: 33.7014 - reconstruction_loss: 33.6219 - kl_loss: 1.5348e-05


266/493 [===============>..............] - ETA: 5s - loss: 33.7005 - reconstruction_loss: 33.6204 - kl_loss: 1.5202e-05


269/493 [===============>..............] - ETA: 5s - loss: 33.6996 - reconstruction_loss: 33.6145 - kl_loss: 1.5082e-05


271/493 [===============>..............] - ETA: 5s - loss: 33.6990 - reconstruction_loss: 33.6207 - kl_loss: 1.5023e-05


274/493 [===============>..............] - ETA: 5s - loss: 33.6981 - reconstruction_loss: 33.6261 - kl_loss: 1.4975e-05


277/493 [===============>..............] - ETA: 5s - loss: 33.6974 - reconstruction_loss: 33.6267 - kl_loss: 1.4970e-05


280/493 [================>.............] - ETA: 5s - loss: 33.6965 - reconstruction_loss: 33.6164 - kl_loss: 1.4964e-05


283/493 [================>.............] - ETA: 5s - loss: 33.6957 - reconstruction_loss: 33.6223 - kl_loss: 1.4945e-05


286/493 [================>.............] - ETA: 5s - loss: 33.6950 - reconstruction_loss: 33.6243 - kl_loss: 1.4916e-05


289/493 [================>.............] - ETA: 5s - loss: 33.6943 - reconstruction_loss: 33.6273 - kl_loss: 1.4878e-05


292/493 [================>.............] - ETA: 4s - loss: 33.6936 - reconstruction_loss: 33.6274 - kl_loss: 1.4831e-05


295/493 [================>.............] - ETA: 4s - loss: 33.6929 - reconstruction_loss: 33.6237 - kl_loss: 1.4767e-05


297/493 [=================>............] - ETA: 4s - loss: 33.6924 - reconstruction_loss: 33.6187 - kl_loss: 1.4717e-05


300/493 [=================>............] - ETA: 4s - loss: 33.6916 - reconstruction_loss: 33.6201 - kl_loss: 1.4639e-05


303/493 [=================>............] - ETA: 4s - loss: 33.6910 - reconstruction_loss: 33.6227 - kl_loss: 1.4583e-05


306/493 [=================>............] - ETA: 4s - loss: 33.6903 - reconstruction_loss: 33.6214 - kl_loss: 1.4555e-05


309/493 [=================>............] - ETA: 4s - loss: 33.6896 - reconstruction_loss: 33.6244 - kl_loss: 1.4515e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6892 - reconstruction_loss: 33.6269 - kl_loss: 1.4479e-05


313/493 [==================>...........] - ETA: 4s - loss: 33.6888 - reconstruction_loss: 33.6272 - kl_loss: 1.4438e-05


316/493 [==================>...........] - ETA: 4s - loss: 33.6882 - reconstruction_loss: 33.6294 - kl_loss: 1.4370e-05


319/493 [==================>...........] - ETA: 4s - loss: 33.6876 - reconstruction_loss: 33.6243 - kl_loss: 1.4292e-05


322/493 [==================>...........] - ETA: 4s - loss: 33.6870 - reconstruction_loss: 33.6197 - kl_loss: 1.4216e-05


325/493 [==================>...........] - ETA: 4s - loss: 33.6864 - reconstruction_loss: 33.6131 - kl_loss: 1.4169e-05


328/493 [==================>...........] - ETA: 4s - loss: 33.6857 - reconstruction_loss: 33.6155 - kl_loss: 1.4189e-05


331/493 [===================>..........] - ETA: 3s - loss: 33.6851 - reconstruction_loss: 33.6156 - kl_loss: 1.4288e-05


334/493 [===================>..........] - ETA: 3s - loss: 33.6844 - reconstruction_loss: 33.6129 - kl_loss: 1.4453e-05


337/493 [===================>..........] - ETA: 3s - loss: 33.6838 - reconstruction_loss: 33.6136 - kl_loss: 1.4629e-05


340/493 [===================>..........] - ETA: 3s - loss: 33.6832 - reconstruction_loss: 33.6165 - kl_loss: 1.4771e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.6827 - reconstruction_loss: 33.6220 - kl_loss: 1.4845e-05


346/493 [====================>.........] - ETA: 3s - loss: 33.6821 - reconstruction_loss: 33.6233 - kl_loss: 1.4854e-05


349/493 [====================>.........] - ETA: 3s - loss: 33.6817 - reconstruction_loss: 33.6290 - kl_loss: 1.4829e-05


352/493 [====================>.........] - ETA: 3s - loss: 33.6812 - reconstruction_loss: 33.6283 - kl_loss: 1.4781e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6808 - reconstruction_loss: 33.6254 - kl_loss: 1.4707e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.6803 - reconstruction_loss: 33.6256 - kl_loss: 1.4635e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.6798 - reconstruction_loss: 33.6228 - kl_loss: 1.4588e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.6794 - reconstruction_loss: 33.6224 - kl_loss: 1.4564e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.6790 - reconstruction_loss: 33.6284 - kl_loss: 1.4545e-05


370/493 [=====================>........] - ETA: 2s - loss: 33.6786 - reconstruction_loss: 33.6322 - kl_loss: 1.4582e-05


373/493 [=====================>........] - ETA: 2s - loss: 33.6782 - reconstruction_loss: 33.6315 - kl_loss: 1.4697e-05


376/493 [=====================>........] - ETA: 2s - loss: 33.6778 - reconstruction_loss: 33.6304 - kl_loss: 1.4906e-05


379/493 [======================>.......] - ETA: 2s - loss: 33.6774 - reconstruction_loss: 33.6262 - kl_loss: 1.5188e-05


382/493 [======================>.......] - ETA: 2s - loss: 33.6770 - reconstruction_loss: 33.6246 - kl_loss: 1.5490e-05


385/493 [======================>.......] - ETA: 2s - loss: 33.6766 - reconstruction_loss: 33.6258 - kl_loss: 1.5752e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6762 - reconstruction_loss: 33.6200 - kl_loss: 1.5935e-05


391/493 [======================>.......] - ETA: 2s - loss: 33.6758 - reconstruction_loss: 33.6246 - kl_loss: 1.6036e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6754 - reconstruction_loss: 33.6306 - kl_loss: 1.6079e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.6751 - reconstruction_loss: 33.6330 - kl_loss: 1.6093e-05


399/493 [=======================>......] - ETA: 2s - loss: 33.6749 - reconstruction_loss: 33.6332 - kl_loss: 1.6100e-05


402/493 [=======================>......] - ETA: 2s - loss: 33.6746 - reconstruction_loss: 33.6372 - kl_loss: 1.6108e-05


405/493 [=======================>......] - ETA: 2s - loss: 33.6743 - reconstruction_loss: 33.6387 - kl_loss: 1.6118e-05


408/493 [=======================>......] - ETA: 2s - loss: 33.6741 - reconstruction_loss: 33.6412 - kl_loss: 1.6147e-05


411/493 [========================>.....] - ETA: 1s - loss: 33.6738 - reconstruction_loss: 33.6390 - kl_loss: 1.6193e-05


414/493 [========================>.....] - ETA: 1s - loss: 33.6736 - reconstruction_loss: 33.6406 - kl_loss: 1.6254e-05


417/493 [========================>.....] - ETA: 1s - loss: 33.6733 - reconstruction_loss: 33.6400 - kl_loss: 1.6312e-05


420/493 [========================>.....] - ETA: 1s - loss: 33.6731 - reconstruction_loss: 33.6404 - kl_loss: 1.6351e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6729 - reconstruction_loss: 33.6422 - kl_loss: 1.6352e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.6727 - reconstruction_loss: 33.6433 - kl_loss: 1.6332e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6724 - reconstruction_loss: 33.6408 - kl_loss: 1.6302e-05


432/493 [=========================>....] - ETA: 1s - loss: 33.6722 - reconstruction_loss: 33.6424 - kl_loss: 1.6268e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6720 - reconstruction_loss: 33.6431 - kl_loss: 1.6224e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6718 - reconstruction_loss: 33.6376 - kl_loss: 1.6192e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6716 - reconstruction_loss: 33.6363 - kl_loss: 1.6203e-05


444/493 [==========================>...] - ETA: 1s - loss: 33.6713 - reconstruction_loss: 33.6347 - kl_loss: 1.6265e-05


447/493 [==========================>...] - ETA: 1s - loss: 33.6711 - reconstruction_loss: 33.6294 - kl_loss: 1.6366e-05


450/493 [==========================>...] - ETA: 1s - loss: 33.6708 - reconstruction_loss: 33.6312 - kl_loss: 1.6500e-05


453/493 [==========================>...] - ETA: 0s - loss: 33.6705 - reconstruction_loss: 33.6320 - kl_loss: 1.6639e-05


456/493 [==========================>...] - ETA: 0s - loss: 33.6703 - reconstruction_loss: 33.6315 - kl_loss: 1.6781e-05


459/493 [==========================>...] - ETA: 0s - loss: 33.6700 - reconstruction_loss: 33.6316 - kl_loss: 1.6890e-05


462/493 [===========================>..] - ETA: 0s - loss: 33.6698 - reconstruction_loss: 33.6320 - kl_loss: 1.6932e-05


465/493 [===========================>..] - ETA: 0s - loss: 33.6695 - reconstruction_loss: 33.6308 - kl_loss: 1.6931e-05


468/493 [===========================>..] - ETA: 0s - loss: 33.6693 - reconstruction_loss: 33.6325 - kl_loss: 1.6928e-05


471/493 [===========================>..] - ETA: 0s - loss: 33.6691 - reconstruction_loss: 33.6365 - kl_loss: 1.6922e-05


474/493 [===========================>..] - ETA: 0s - loss: 33.6688 - reconstruction_loss: 33.6354 - kl_loss: 1.6896e-05


477/493 [============================>.] - ETA: 0s - loss: 33.6686 - reconstruction_loss: 33.6334 - kl_loss: 1.6839e-05


480/493 [============================>.] - ETA: 0s - loss: 33.6684 - reconstruction_loss: 33.6323 - kl_loss: 1.6761e-05


483/493 [============================>.] - ETA: 0s - loss: 33.6682 - reconstruction_loss: 33.6327 - kl_loss: 1.6682e-05


486/493 [============================>.] - ETA: 0s - loss: 33.6680 - reconstruction_loss: 33.6311 - kl_loss: 1.6602e-05


489/493 [============================>.] - ETA: 0s - loss: 33.6677 - reconstruction_loss: 33.6277 - kl_loss: 1.6520e-05


492/493 [============================>.] - ETA: 0s - loss: 33.6675 - reconstruction_loss: 33.6307 - kl_loss: 1.6442e-05


493/493 [==============================] - 12s 24ms/step - loss: 33.6671 - reconstruction_loss: 33.5759 - kl_loss: 1.6418e-05

Epoch 30/30

  1/493 [..............................] - ETA: 11s - loss: 34.6688 - reconstruction_loss: 34.6688 - kl_loss: 4.5598e-06


  4/493 [..............................] - ETA: 11s - loss: 33.7247 - reconstruction_loss: 33.4439 - kl_loss: 4.9770e-06


  7/493 [..............................] - ETA: 11s - loss: 33.6829 - reconstruction_loss: 33.5940 - kl_loss: 5.7944e-06


 10/493 [..............................] - ETA: 11s - loss: 33.6504 - reconstruction_loss: 33.5469 - kl_loss: 6.9678e-06


 13/493 [..............................] - ETA: 11s - loss: 33.6414 - reconstruction_loss: 33.6759 - kl_loss: 7.8632e-06


 16/493 [..............................] - ETA: 11s - loss: 33.6464 - reconstruction_loss: 33.6504 - kl_loss: 8.1435e-06


 19/493 [>.............................] - ETA: 11s - loss: 33.6437 - reconstruction_loss: 33.6214 - kl_loss: 8.4278e-06


 22/493 [>.............................] - ETA: 11s - loss: 33.6334 - reconstruction_loss: 33.5633 - kl_loss: 8.9705e-06


 25/493 [>.............................] - ETA: 10s - loss: 33.6348 - reconstruction_loss: 33.6670 - kl_loss: 9.5975e-06


 28/493 [>.............................] - ETA: 10s - loss: 33.6406 - reconstruction_loss: 33.6971 - kl_loss: 1.0054e-05


 31/493 [>.............................] - ETA: 10s - loss: 33.6456 - reconstruction_loss: 33.6855 - kl_loss: 1.0764e-05


 34/493 [=>............................] - ETA: 10s - loss: 33.6499 - reconstruction_loss: 33.6834 - kl_loss: 1.1520e-05


 37/493 [=>............................] - ETA: 10s - loss: 33.6518 - reconstruction_loss: 33.6430 - kl_loss: 1.2094e-05


 40/493 [=>............................] - ETA: 10s - loss: 33.6518 - reconstruction_loss: 33.6505 - kl_loss: 1.2529e-05


 43/493 [=>............................] - ETA: 10s - loss: 33.6538 - reconstruction_loss: 33.6771 - kl_loss: 1.2846e-05


 46/493 [=>............................] - ETA: 10s - loss: 33.6546 - reconstruction_loss: 33.6615 - kl_loss: 1.3174e-05


 49/493 [=>............................] - ETA: 10s - loss: 33.6543 - reconstruction_loss: 33.6308 - kl_loss: 1.3407e-05


 52/493 [==>...........................] - ETA: 10s - loss: 33.6524 - reconstruction_loss: 33.6244 - kl_loss: 1.3398e-05


 55/493 [==>...........................] - ETA: 10s - loss: 33.6518 - reconstruction_loss: 33.6564 - kl_loss: 1.3266e-05


 58/493 [==>...........................] - ETA: 10s - loss: 33.6520 - reconstruction_loss: 33.6493 - kl_loss: 1.3132e-05


 61/493 [==>...........................] - ETA: 10s - loss: 33.6507 - reconstruction_loss: 33.6171 - kl_loss: 1.2955e-05


 64/493 [==>...........................] - ETA: 10s - loss: 33.6491 - reconstruction_loss: 33.6207 - kl_loss: 1.2772e-05


 67/493 [===>..........................] - ETA: 10s - loss: 33.6482 - reconstruction_loss: 33.6379 - kl_loss: 1.2609e-05


 70/493 [===>..........................] - ETA: 10s - loss: 33.6483 - reconstruction_loss: 33.6589 - kl_loss: 1.2470e-05


 73/493 [===>..........................] - ETA: 9s - loss: 33.6491 - reconstruction_loss: 33.6741 - kl_loss: 1.2524e-05 


 76/493 [===>..........................] - ETA: 9s - loss: 33.6506 - reconstruction_loss: 33.6932 - kl_loss: 1.2890e-05


 79/493 [===>..........................] - ETA: 9s - loss: 33.6523 - reconstruction_loss: 33.6818 - kl_loss: 1.3445e-05


 81/493 [===>..........................] - ETA: 9s - loss: 33.6531 - reconstruction_loss: 33.6826 - kl_loss: 1.3813e-05


 84/493 [====>.........................] - ETA: 9s - loss: 33.6543 - reconstruction_loss: 33.6904 - kl_loss: 1.4280e-05


 87/493 [====>.........................] - ETA: 9s - loss: 33.6554 - reconstruction_loss: 33.6789 - kl_loss: 1.4658e-05


 90/493 [====>.........................] - ETA: 9s - loss: 33.6559 - reconstruction_loss: 33.6720 - kl_loss: 1.4971e-05


 93/493 [====>.........................] - ETA: 9s - loss: 33.6568 - reconstruction_loss: 33.6874 - kl_loss: 1.5241e-05


 96/493 [====>.........................] - ETA: 9s - loss: 33.6578 - reconstruction_loss: 33.6878 - kl_loss: 1.5468e-05


 99/493 [=====>........................] - ETA: 9s - loss: 33.6595 - reconstruction_loss: 33.7137 - kl_loss: 1.5574e-05


102/493 [=====>........................] - ETA: 9s - loss: 33.6608 - reconstruction_loss: 33.7056 - kl_loss: 1.5564e-05


105/493 [=====>........................] - ETA: 9s - loss: 33.6618 - reconstruction_loss: 33.6903 - kl_loss: 1.5462e-05


108/493 [=====>........................] - ETA: 9s - loss: 33.6622 - reconstruction_loss: 33.6773 - kl_loss: 1.5331e-05


111/493 [=====>........................] - ETA: 9s - loss: 33.6626 - reconstruction_loss: 33.6816 - kl_loss: 1.5185e-05


114/493 [=====>........................] - ETA: 9s - loss: 33.6630 - reconstruction_loss: 33.6747 - kl_loss: 1.5002e-05


117/493 [======>.......................] - ETA: 8s - loss: 33.6631 - reconstruction_loss: 33.6657 - kl_loss: 1.4800e-05


120/493 [======>.......................] - ETA: 8s - loss: 33.6631 - reconstruction_loss: 33.6659 - kl_loss: 1.4589e-05


123/493 [======>.......................] - ETA: 8s - loss: 33.6632 - reconstruction_loss: 33.6603 - kl_loss: 1.4382e-05


126/493 [======>.......................] - ETA: 8s - loss: 33.6630 - reconstruction_loss: 33.6556 - kl_loss: 1.4212e-05


129/493 [======>.......................] - ETA: 8s - loss: 33.6628 - reconstruction_loss: 33.6505 - kl_loss: 1.4080e-05


132/493 [=======>......................] - ETA: 8s - loss: 33.6626 - reconstruction_loss: 33.6605 - kl_loss: 1.4001e-05


135/493 [=======>......................] - ETA: 8s - loss: 33.6628 - reconstruction_loss: 33.6727 - kl_loss: 1.4042e-05


138/493 [=======>......................] - ETA: 8s - loss: 33.6631 - reconstruction_loss: 33.6736 - kl_loss: 1.4181e-05


141/493 [=======>......................] - ETA: 8s - loss: 33.6632 - reconstruction_loss: 33.6689 - kl_loss: 1.4267e-05


144/493 [=======>......................] - ETA: 8s - loss: 33.6633 - reconstruction_loss: 33.6709 - kl_loss: 1.4217e-05


147/493 [=======>......................] - ETA: 8s - loss: 33.6634 - reconstruction_loss: 33.6694 - kl_loss: 1.4119e-05


150/493 [========>.....................] - ETA: 8s - loss: 33.6637 - reconstruction_loss: 33.6775 - kl_loss: 1.4023e-05


153/493 [========>.....................] - ETA: 8s - loss: 33.6636 - reconstruction_loss: 33.6566 - kl_loss: 1.3936e-05


156/493 [========>.....................] - ETA: 7s - loss: 33.6633 - reconstruction_loss: 33.6439 - kl_loss: 1.3822e-05


159/493 [========>.....................] - ETA: 7s - loss: 33.6630 - reconstruction_loss: 33.6473 - kl_loss: 1.3688e-05


162/493 [========>.....................] - ETA: 7s - loss: 33.6626 - reconstruction_loss: 33.6443 - kl_loss: 1.3582e-05


165/493 [=========>....................] - ETA: 7s - loss: 33.6622 - reconstruction_loss: 33.6400 - kl_loss: 1.3504e-05


167/493 [=========>....................] - ETA: 7s - loss: 33.6620 - reconstruction_loss: 33.6443 - kl_loss: 1.3461e-05


170/493 [=========>....................] - ETA: 7s - loss: 33.6617 - reconstruction_loss: 33.6514 - kl_loss: 1.3444e-05


173/493 [=========>....................] - ETA: 7s - loss: 33.6616 - reconstruction_loss: 33.6505 - kl_loss: 1.3447e-05


176/493 [=========>....................] - ETA: 7s - loss: 33.6614 - reconstruction_loss: 33.6447 - kl_loss: 1.3459e-05


179/493 [=========>....................] - ETA: 7s - loss: 33.6611 - reconstruction_loss: 33.6424 - kl_loss: 1.3472e-05


182/493 [==========>...................] - ETA: 7s - loss: 33.6607 - reconstruction_loss: 33.6401 - kl_loss: 1.3506e-05


185/493 [==========>...................] - ETA: 7s - loss: 33.6605 - reconstruction_loss: 33.6559 - kl_loss: 1.3553e-05


188/493 [==========>...................] - ETA: 7s - loss: 33.6603 - reconstruction_loss: 33.6453 - kl_loss: 1.3621e-05


191/493 [==========>...................] - ETA: 7s - loss: 33.6601 - reconstruction_loss: 33.6539 - kl_loss: 1.3666e-05


194/493 [==========>...................] - ETA: 7s - loss: 33.6599 - reconstruction_loss: 33.6482 - kl_loss: 1.3670e-05


197/493 [==========>...................] - ETA: 7s - loss: 33.6597 - reconstruction_loss: 33.6467 - kl_loss: 1.3645e-05


200/493 [===========>..................] - ETA: 6s - loss: 33.6595 - reconstruction_loss: 33.6499 - kl_loss: 1.3608e-05


203/493 [===========>..................] - ETA: 6s - loss: 33.6594 - reconstruction_loss: 33.6486 - kl_loss: 1.3559e-05


206/493 [===========>..................] - ETA: 6s - loss: 33.6592 - reconstruction_loss: 33.6461 - kl_loss: 1.3512e-05


209/493 [===========>..................] - ETA: 6s - loss: 33.6590 - reconstruction_loss: 33.6467 - kl_loss: 1.3466e-05


212/493 [===========>..................] - ETA: 6s - loss: 33.6588 - reconstruction_loss: 33.6426 - kl_loss: 1.3424e-05


215/493 [============>.................] - ETA: 6s - loss: 33.6586 - reconstruction_loss: 33.6435 - kl_loss: 1.3375e-05


218/493 [============>.................] - ETA: 6s - loss: 33.6583 - reconstruction_loss: 33.6388 - kl_loss: 1.3312e-05


220/493 [============>.................] - ETA: 6s - loss: 33.6581 - reconstruction_loss: 33.6413 - kl_loss: 1.3261e-05


222/493 [============>.................] - ETA: 6s - loss: 33.6580 - reconstruction_loss: 33.6373 - kl_loss: 1.3209e-05


224/493 [============>.................] - ETA: 6s - loss: 33.6578 - reconstruction_loss: 33.6391 - kl_loss: 1.3161e-05


226/493 [============>.................] - ETA: 6s - loss: 33.6576 - reconstruction_loss: 33.6364 - kl_loss: 1.3108e-05


228/493 [============>.................] - ETA: 6s - loss: 33.6574 - reconstruction_loss: 33.6384 - kl_loss: 1.3050e-05


230/493 [============>.................] - ETA: 6s - loss: 33.6573 - reconstruction_loss: 33.6431 - kl_loss: 1.2993e-05


232/493 [=============>................] - ETA: 6s - loss: 33.6571 - reconstruction_loss: 33.6385 - kl_loss: 1.2953e-05


234/493 [=============>................] - ETA: 6s - loss: 33.6570 - reconstruction_loss: 33.6397 - kl_loss: 1.2926e-05


236/493 [=============>................] - ETA: 6s - loss: 33.6569 - reconstruction_loss: 33.6482 - kl_loss: 1.2911e-05


239/493 [=============>................] - ETA: 6s - loss: 33.6567 - reconstruction_loss: 33.6411 - kl_loss: 1.2908e-05


242/493 [=============>................] - ETA: 6s - loss: 33.6565 - reconstruction_loss: 33.6377 - kl_loss: 1.2896e-05


245/493 [=============>................] - ETA: 6s - loss: 33.6563 - reconstruction_loss: 33.6392 - kl_loss: 1.2867e-05


247/493 [==============>...............] - ETA: 5s - loss: 33.6562 - reconstruction_loss: 33.6434 - kl_loss: 1.2837e-05


249/493 [==============>...............] - ETA: 5s - loss: 33.6560 - reconstruction_loss: 33.6435 - kl_loss: 1.2799e-05


252/493 [==============>...............] - ETA: 5s - loss: 33.6559 - reconstruction_loss: 33.6463 - kl_loss: 1.2736e-05


255/493 [==============>...............] - ETA: 5s - loss: 33.6558 - reconstruction_loss: 33.6433 - kl_loss: 1.2677e-05


258/493 [==============>...............] - ETA: 5s - loss: 33.6556 - reconstruction_loss: 33.6398 - kl_loss: 1.2610e-05


261/493 [==============>...............] - ETA: 5s - loss: 33.6555 - reconstruction_loss: 33.6403 - kl_loss: 1.2537e-05


264/493 [===============>..............] - ETA: 5s - loss: 33.6552 - reconstruction_loss: 33.6334 - kl_loss: 1.2479e-05


267/493 [===============>..............] - ETA: 5s - loss: 33.6550 - reconstruction_loss: 33.6347 - kl_loss: 1.2480e-05


270/493 [===============>..............] - ETA: 5s - loss: 33.6547 - reconstruction_loss: 33.6352 - kl_loss: 1.2547e-05


273/493 [===============>..............] - ETA: 5s - loss: 33.6545 - reconstruction_loss: 33.6323 - kl_loss: 1.2655e-05


276/493 [===============>..............] - ETA: 5s - loss: 33.6542 - reconstruction_loss: 33.6272 - kl_loss: 1.2761e-05


279/493 [===============>..............] - ETA: 5s - loss: 33.6540 - reconstruction_loss: 33.6322 - kl_loss: 1.2820e-05


282/493 [================>.............] - ETA: 5s - loss: 33.6537 - reconstruction_loss: 33.6332 - kl_loss: 1.2865e-05


285/493 [================>.............] - ETA: 5s - loss: 33.6535 - reconstruction_loss: 33.6314 - kl_loss: 1.2894e-05


288/493 [================>.............] - ETA: 4s - loss: 33.6533 - reconstruction_loss: 33.6323 - kl_loss: 1.2897e-05


291/493 [================>.............] - ETA: 4s - loss: 33.6530 - reconstruction_loss: 33.6327 - kl_loss: 1.2867e-05


294/493 [================>.............] - ETA: 4s - loss: 33.6528 - reconstruction_loss: 33.6313 - kl_loss: 1.2834e-05


297/493 [=================>............] - ETA: 4s - loss: 33.6526 - reconstruction_loss: 33.6311 - kl_loss: 1.2814e-05


300/493 [=================>............] - ETA: 4s - loss: 33.6524 - reconstruction_loss: 33.6353 - kl_loss: 1.2823e-05


303/493 [=================>............] - ETA: 4s - loss: 33.6522 - reconstruction_loss: 33.6283 - kl_loss: 1.2859e-05


306/493 [=================>............] - ETA: 4s - loss: 33.6520 - reconstruction_loss: 33.6275 - kl_loss: 1.2908e-05


309/493 [=================>............] - ETA: 4s - loss: 33.6517 - reconstruction_loss: 33.6288 - kl_loss: 1.2951e-05


311/493 [=================>............] - ETA: 4s - loss: 33.6516 - reconstruction_loss: 33.6319 - kl_loss: 1.2981e-05


314/493 [==================>...........] - ETA: 4s - loss: 33.6514 - reconstruction_loss: 33.6364 - kl_loss: 1.3021e-05


317/493 [==================>...........] - ETA: 4s - loss: 33.6513 - reconstruction_loss: 33.6388 - kl_loss: 1.3075e-05


320/493 [==================>...........] - ETA: 4s - loss: 33.6512 - reconstruction_loss: 33.6365 - kl_loss: 1.3126e-05


323/493 [==================>...........] - ETA: 4s - loss: 33.6510 - reconstruction_loss: 33.6310 - kl_loss: 1.3174e-05


326/493 [==================>...........] - ETA: 4s - loss: 33.6508 - reconstruction_loss: 33.6273 - kl_loss: 1.3237e-05


329/493 [===================>..........] - ETA: 3s - loss: 33.6506 - reconstruction_loss: 33.6332 - kl_loss: 1.3302e-05


332/493 [===================>..........] - ETA: 3s - loss: 33.6505 - reconstruction_loss: 33.6357 - kl_loss: 1.3361e-05


334/493 [===================>..........] - ETA: 3s - loss: 33.6504 - reconstruction_loss: 33.6373 - kl_loss: 1.3387e-05


337/493 [===================>..........] - ETA: 3s - loss: 33.6503 - reconstruction_loss: 33.6378 - kl_loss: 1.3386e-05


340/493 [===================>..........] - ETA: 3s - loss: 33.6502 - reconstruction_loss: 33.6434 - kl_loss: 1.3344e-05


343/493 [===================>..........] - ETA: 3s - loss: 33.6502 - reconstruction_loss: 33.6423 - kl_loss: 1.3298e-05


346/493 [====================>.........] - ETA: 3s - loss: 33.6501 - reconstruction_loss: 33.6426 - kl_loss: 1.3250e-05


349/493 [====================>.........] - ETA: 3s - loss: 33.6500 - reconstruction_loss: 33.6404 - kl_loss: 1.3207e-05


352/493 [====================>.........] - ETA: 3s - loss: 33.6499 - reconstruction_loss: 33.6396 - kl_loss: 1.3180e-05


355/493 [====================>.........] - ETA: 3s - loss: 33.6498 - reconstruction_loss: 33.6390 - kl_loss: 1.3192e-05


358/493 [====================>.........] - ETA: 3s - loss: 33.6497 - reconstruction_loss: 33.6373 - kl_loss: 1.3242e-05


361/493 [====================>.........] - ETA: 3s - loss: 33.6496 - reconstruction_loss: 33.6384 - kl_loss: 1.3318e-05


364/493 [=====================>........] - ETA: 3s - loss: 33.6495 - reconstruction_loss: 33.6413 - kl_loss: 1.3409e-05


367/493 [=====================>........] - ETA: 3s - loss: 33.6495 - reconstruction_loss: 33.6421 - kl_loss: 1.3486e-05


370/493 [=====================>........] - ETA: 2s - loss: 33.6494 - reconstruction_loss: 33.6384 - kl_loss: 1.3533e-05


373/493 [=====================>........] - ETA: 2s - loss: 33.6493 - reconstruction_loss: 33.6394 - kl_loss: 1.3547e-05


376/493 [=====================>........] - ETA: 2s - loss: 33.6492 - reconstruction_loss: 33.6351 - kl_loss: 1.3535e-05


379/493 [======================>.......] - ETA: 2s - loss: 33.6492 - reconstruction_loss: 33.6389 - kl_loss: 1.3505e-05


382/493 [======================>.......] - ETA: 2s - loss: 33.6491 - reconstruction_loss: 33.6342 - kl_loss: 1.3463e-05


385/493 [======================>.......] - ETA: 2s - loss: 33.6489 - reconstruction_loss: 33.6351 - kl_loss: 1.3410e-05


388/493 [======================>.......] - ETA: 2s - loss: 33.6488 - reconstruction_loss: 33.6341 - kl_loss: 1.3351e-05


391/493 [======================>.......] - ETA: 2s - loss: 33.6487 - reconstruction_loss: 33.6304 - kl_loss: 1.3295e-05


394/493 [======================>.......] - ETA: 2s - loss: 33.6486 - reconstruction_loss: 33.6321 - kl_loss: 1.3262e-05


397/493 [=======================>......] - ETA: 2s - loss: 33.6484 - reconstruction_loss: 33.6335 - kl_loss: 1.3250e-05


400/493 [=======================>......] - ETA: 2s - loss: 33.6483 - reconstruction_loss: 33.6348 - kl_loss: 1.3256e-05


403/493 [=======================>......] - ETA: 2s - loss: 33.6483 - reconstruction_loss: 33.6362 - kl_loss: 1.3271e-05


406/493 [=======================>......] - ETA: 2s - loss: 33.6482 - reconstruction_loss: 33.6377 - kl_loss: 1.3292e-05


409/493 [=======================>......] - ETA: 2s - loss: 33.6481 - reconstruction_loss: 33.6366 - kl_loss: 1.3312e-05


412/493 [========================>.....] - ETA: 1s - loss: 33.6480 - reconstruction_loss: 33.6368 - kl_loss: 1.3319e-05


415/493 [========================>.....] - ETA: 1s - loss: 33.6479 - reconstruction_loss: 33.6345 - kl_loss: 1.3305e-05


418/493 [========================>.....] - ETA: 1s - loss: 33.6478 - reconstruction_loss: 33.6342 - kl_loss: 1.3290e-05


420/493 [========================>.....] - ETA: 1s - loss: 33.6477 - reconstruction_loss: 33.6378 - kl_loss: 1.3285e-05


423/493 [========================>.....] - ETA: 1s - loss: 33.6476 - reconstruction_loss: 33.6327 - kl_loss: 1.3285e-05


426/493 [========================>.....] - ETA: 1s - loss: 33.6475 - reconstruction_loss: 33.6317 - kl_loss: 1.3269e-05


429/493 [=========================>....] - ETA: 1s - loss: 33.6474 - reconstruction_loss: 33.6289 - kl_loss: 1.3239e-05


432/493 [=========================>....] - ETA: 1s - loss: 33.6473 - reconstruction_loss: 33.6273 - kl_loss: 1.3208e-05


435/493 [=========================>....] - ETA: 1s - loss: 33.6471 - reconstruction_loss: 33.6275 - kl_loss: 1.3186e-05


438/493 [=========================>....] - ETA: 1s - loss: 33.6470 - reconstruction_loss: 33.6309 - kl_loss: 1.3165e-05


441/493 [=========================>....] - ETA: 1s - loss: 33.6469 - reconstruction_loss: 33.6340 - kl_loss: 1.3150e-05


443/493 [=========================>....] - ETA: 1s - loss: 33.6469 - reconstruction_loss: 33.6350 - kl_loss: 1.3141e-05


446/493 [==========================>...] - ETA: 1s - loss: 33.6468 - reconstruction_loss: 33.6347 - kl_loss: 1.3126e-05


449/493 [==========================>...] - ETA: 1s - loss: 33.6467 - reconstruction_loss: 33.6328 - kl_loss: 1.3119e-05


452/493 [==========================>...] - ETA: 0s - loss: 33.6466 - reconstruction_loss: 33.6362 - kl_loss: 1.3122e-05


455/493 [==========================>...] - ETA: 0s - loss: 33.6465 - reconstruction_loss: 33.6366 - kl_loss: 1.3120e-05


457/493 [==========================>...] - ETA: 0s - loss: 33.6465 - reconstruction_loss: 33.6386 - kl_loss: 1.3120e-05


460/493 [==========================>...] - ETA: 0s - loss: 33.6465 - reconstruction_loss: 33.6387 - kl_loss: 1.3127e-05


463/493 [===========================>..] - ETA: 0s - loss: 33.6464 - reconstruction_loss: 33.6376 - kl_loss: 1.3138e-05


466/493 [===========================>..] - ETA: 0s - loss: 33.6463 - reconstruction_loss: 33.6380 - kl_loss: 1.3154e-05


469/493 [===========================>..] - ETA: 0s - loss: 33.6463 - reconstruction_loss: 33.6356 - kl_loss: 1.3174e-05


472/493 [===========================>..] - ETA: 0s - loss: 33.6462 - reconstruction_loss: 33.6341 - kl_loss: 1.3174e-05


475/493 [===========================>..] - ETA: 0s - loss: 33.6461 - reconstruction_loss: 33.6335 - kl_loss: 1.3148e-05


478/493 [============================>.] - ETA: 0s - loss: 33.6460 - reconstruction_loss: 33.6341 - kl_loss: 1.3115e-05


481/493 [============================>.] - ETA: 0s - loss: 33.6460 - reconstruction_loss: 33.6372 - kl_loss: 1.3094e-05


484/493 [============================>.] - ETA: 0s - loss: 33.6459 - reconstruction_loss: 33.6365 - kl_loss: 1.3082e-05


487/493 [============================>.] - ETA: 0s - loss: 33.6459 - reconstruction_loss: 33.6352 - kl_loss: 1.3062e-05


490/493 [============================>.] - ETA: 0s - loss: 33.6458 - reconstruction_loss: 33.6345 - kl_loss: 1.3038e-05


493/493 [==============================] - ETA: 0s - loss: 33.6456 - reconstruction_loss: 33.5758 - kl_loss: 1.3022e-05


493/493 [==============================] - 12s 24ms/step - loss: 33.6455 - reconstruction_loss: 33.5758 - kl_loss: 1.3022e-05

Inspect Result

import matplotlib.pyplot as plt


def plot_latent_space(vae: VAE, n: int=10, figsize: float=10):
    """Plot sample images from 2D slices of latent space
    
    @param vae: vae model
    @param n: sample nXn images per slice
    @param figsize: figure size
    
    """
    for perm in [[0, 1, 2], [1, 2, 0], [2, 1, 0]]:
        # display a n*n 2D manifold of digits
        digit_size = 28
        scale = 1.0
        figure = np.zeros((digit_size * n, digit_size * n))
        # linearly spaced coordinates corresponding to the 2D plot
        # of digit classes in the latent space
        grid_x = np.linspace(-scale, scale, n)
        grid_y = np.linspace(-scale, scale, n)[::-1]

        for i, yi in enumerate(grid_y):
            for j, xi in enumerate(grid_x):
                z_sample = np.array([[xi, yi, 0]])
                z_sample[0] = z_sample[0][perm]
                x_decoded = vae.decoder.predict(z_sample)
                digit = x_decoded[0].reshape(digit_size, digit_size)
                figure[
                    i * digit_size : (i + 1) * digit_size,
                    j * digit_size : (j + 1) * digit_size,
                ] = digit

        plt.figure(figsize=(figsize, figsize))
        start_range = digit_size // 2
        end_range = n * digit_size + start_range
        pixel_range = np.arange(start_range, end_range, digit_size)
        sample_range_x = np.round(grid_x, 1)
        sample_range_y = np.round(grid_y, 1)
        plt.xticks(pixel_range, sample_range_x)
        plt.yticks(pixel_range, sample_range_y)
        plt.xlabel("z[{}]".format(perm[0]))
        plt.ylabel("z[{}]".format(perm[1]))
        plt.gca().set_title('z[{}] = 0'.format(perm[2]))
        plt.imshow(figure, cmap="Greys_r")
        plt.show()

plot_latent_space(vae)

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 42ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 7ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 7ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 7ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 7ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 4ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

# Principal components
pca = PCA()
latents = vae.encoder.predict(X_train)[2]
pca.fit(latents)

kwargs = {'x_{}'.format(i): (-1., 1.) for i in range(latent_dim)}


@widgets.interact(**kwargs)
def explore_latent_space(**kwargs):
    """Widget to explore latent space from given start position
    """
    center_img = pca.transform(np.zeros([1,latent_dim]))

    latent_rep_pca =  center_img + np.array([[kwargs[key] for key in kwargs]])
    latent_rep = pca.inverse_transform(latent_rep_pca)
    img = vae.decoder(latent_rep).numpy().reshape(28, 28)

    fig, ax = plt.subplots()
    ax.axis('off')
    ax.axis('off')

    ax.imshow(img,cmap='gray', vmin=0, vmax=1)
    plt.show()

   1/1969 [..............................] - ETA: 45s


  73/1969 [>.............................] - ETA: 1s 


 150/1969 [=>............................] - ETA: 1s


 227/1969 [==>...........................] - ETA: 1s


 305/1969 [===>..........................] - ETA: 1s


 383/1969 [====>.........................] - ETA: 1s


 461/1969 [======>.......................] - ETA: 0s


 538/1969 [=======>......................] - ETA: 0s


 616/1969 [========>.....................] - ETA: 0s


 693/1969 [=========>....................] - ETA: 0s


 771/1969 [==========>...................] - ETA: 0s


 850/1969 [===========>..................] - ETA: 0s


 927/1969 [=============>................] - ETA: 0s


1006/1969 [==============>...............] - ETA: 0s


1083/1969 [===============>..............] - ETA: 0s


1161/1969 [================>.............] - ETA: 0s


1240/1969 [=================>............] - ETA: 0s


1318/1969 [===================>..........] - ETA: 0s


1396/1969 [====================>.........] - ETA: 0s


1474/1969 [=====================>........] - ETA: 0s


1551/1969 [======================>.......] - ETA: 0s


1629/1969 [=======================>......] - ETA: 0s


1708/1969 [=========================>....] - ETA: 0s


1786/1969 [==========================>...] - ETA: 0s


1864/1969 [===========================>..] - ETA: 0s


1929/1969 [============================>.] - ETA: 0s


1969/1969 [==============================] - 1s 653us/step

latents = vae.encoder.predict(X_train)[2]
scatter = px.scatter_3d(x=latents[:, 0], y=latents[:, 1], z=latents[:, 2], color=target_train)

scatter.show()

   1/1969 [..............................] - ETA: 12s


  67/1969 [>.............................] - ETA: 1s 


 145/1969 [=>............................] - ETA: 1s


 222/1969 [==>...........................] - ETA: 1s


 300/1969 [===>..........................] - ETA: 1s


 377/1969 [====>.........................] - ETA: 1s


 453/1969 [=====>........................] - ETA: 1s


 530/1969 [=======>......................] - ETA: 0s


 606/1969 [========>.....................] - ETA: 0s


 682/1969 [=========>....................] - ETA: 0s


 759/1969 [==========>...................] - ETA: 0s


 839/1969 [===========>..................] - ETA: 0s


 916/1969 [============>.................] - ETA: 0s


 994/1969 [==============>...............] - ETA: 0s


1072/1969 [===============>..............] - ETA: 0s


1148/1969 [================>.............] - ETA: 0s


1225/1969 [=================>............] - ETA: 0s


1302/1969 [==================>...........] - ETA: 0s


1379/1969 [====================>.........] - ETA: 0s


1455/1969 [=====================>........] - ETA: 0s


1532/1969 [======================>.......] - ETA: 0s


1609/1969 [=======================>......] - ETA: 0s


1687/1969 [========================>.....] - ETA: 0s


1764/1969 [=========================>....] - ETA: 0s


1840/1969 [===========================>..] - ETA: 0s


1917/1969 [============================>.] - ETA: 0s


1969/1969 [==============================] - 1s 657us/step

latents = vae.encoder.predict(X_test)[2]
scatter = px.scatter_3d(x=latents[:, 0], y=latents[:, 1], z=latents[:, 2], color=y_test)

scatter.show()

  1/219 [..............................] - ETA: 1s


 74/219 [=========>....................] - ETA: 0s


149/219 [===================>..........] - ETA: 0s


219/219 [==============================] - 0s 671us/step

X_test, X_val, y_test, y_val = train_test_split(X_test, y_test)

n_samples = 10

s = np.random.choice(range(len(X_val)), n_samples)
s = X_val[s]
#s = [X_train_img[i] for i in s]

fig, axes = plt.subplots(nrows=2, ncols=n_samples, figsize=(10, 2))
for img, ax_row in zip(s, axes.T):
    x = vae.decoder.predict(vae.encoder.predict(img.reshape(1, 28, 28, 1))[2]).reshape(28, 28)
    diff = x - img.reshape(28, 28)
    error = (diff * diff).sum()
    ax_row[0].axis('off')
    ax_row[1].axis('off')
    ax_row[0].imshow(img,cmap='gray', vmin=0, vmax=1)
    ax_row[1].imshow(x, cmap='gray', vmin=0, vmax=1)
    ax_row[1].set_title('E={:.1f}'.format(error))

plt.tight_layout()
plt.show()

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 6ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 4ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 4ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 4ms/step

1/1 [==============================] - ETA: 0s


1/1 [==============================] - 0s 5ms/step

from sklearn import metrics
y_test_bin = y_test.copy()
y_test_bin[y_test != 0] = 1
y_val_bin = y_val.copy()
y_val_bin[y_val != 0] = 1
# Evaluate
reconstruction = vae.decoder.predict(vae.encoder(X_val)[2])
rerrors = (reconstruction - X_val).reshape(-1, 28*28)
rerrors = (rerrors * rerrors).sum(axis=1)

# Let's calculate scores if any anomaly is present
if np.any(y_val_bin == 1):
    eval = evaluate(y_val_bin.astype(int), rerrors.astype(float))
    pr, rec, thr = eval['PR']
    f1s = (2 * ((pr * rec)[:-1]/(pr + rec)[:-1]))
    threshold = thr[np.argmax(f1s)]
    print('Optimal threshold: {}'.format(threshold))

    reconstruction = vae.decoder.predict(vae.encoder(X_test)[2])
    reconstruction_error = (reconstruction - X_test).reshape(-1, 28*28)
    reconstruction_error = (reconstruction_error * reconstruction_error).sum(axis=1)


    classification = (reconstruction_error > threshold).astype(int)

    print('Precision: {}'.format(metrics.precision_score(y_test_bin, classification)))
    print('Recall: {}'.format(metrics.recall_score(y_test_bin, classification)))
    print('F1: {}'.format(metrics.f1_score(y_test_bin, classification)))

    metrics.confusion_matrix(y_test_bin, classification)
else:
    reconstruction_error = None

 1/55 [..............................] - ETA: 0s


19/55 [=========>....................] - ETA: 0s


39/55 [====================>.........] - ETA: 0s


55/55 [==============================] - 0s 3ms/step

Optimal threshold: 103.85885094252916

  1/165 [..............................] - ETA: 1s


 20/165 [==>...........................] - ETA: 0s


 43/165 [======>.......................] - ETA: 0s


 66/165 [===========>..................] - ETA: 0s


 90/165 [===============>..............] - ETA: 0s


114/165 [===================>..........] - ETA: 0s


138/165 [========================>.....] - ETA: 0s


162/165 [============================>.] - ETA: 0s


165/165 [==============================] - 0s 2ms/step

Precision: 0.4074074074074074
Recall: 0.20754716981132076
F1: 0.275

Sort Data by Reconstruction Error

if reconstruction_error is not None:
    combined = list(zip(X_test, reconstruction_error))
    combined.sort(key = lambda x: x[1])

Show Top Autoencoder Outliers

if reconstruction_error is not None:
    n_rows = 10
    n_cols = 10
    n_samples = n_rows*n_cols

    samples = [c[0] for c in combined[-n_samples:]]

    fig, axes = plt.subplots(nrows=n_rows, ncols=n_cols, figsize=(2*n_cols, 2*n_rows))
    for img, ax in zip(samples, axes.reshape(-1)):
        ax.axis('off')
        ax.imshow(img.reshape((28,28)), cmap='gray', vmin=0, vmax=1)

    plt.show()

Summary

• Autoencoders are the most prominent reconstruction error based anomaly detection method.

• Can provide high quality results on high dimensional data.

• Architecture is highly adaptable to the data (fully connected, CNN, attention,…).

• Sensitive to contamination.

• Variational autoencoder are an important variant the improves the interpretability of the latent space.

Implementations

• Keras: see vae.py or here

• Pytorch: example implementation

• Pyro (pytorch based probabilistic programming language): example implementation